{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-10-27T03:46:46.231644Z",
     "start_time": "2025-10-27T03:46:45.649894Z"
    }
   },
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from utils.common import *\n",
    "\n",
    "# 中文显示设置（可选）\n",
    "plt.rcParams['font.sans-serif'] = ['Arial Unicode MS']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "plt.rcParams['font.size'] = 15"
   ],
   "outputs": [],
   "execution_count": 2
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-27T03:46:47.067125Z",
     "start_time": "2025-10-27T03:46:47.044477Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 数据读取\n",
    "# 获取数据的绝对路径\n",
    "train_path = get_path(\"data\", \"train.csv\")\n",
    "data = pd.read_csv(train_path)\n",
    "data"
   ],
   "id": "d68b6efaad6c0c59",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "      Attrition  Age     BusinessTravel              Department  \\\n",
       "0             0   37      Travel_Rarely  Research & Development   \n",
       "1             0   54  Travel_Frequently  Research & Development   \n",
       "2             1   34  Travel_Frequently  Research & Development   \n",
       "3             0   39      Travel_Rarely  Research & Development   \n",
       "4             1   28  Travel_Frequently  Research & Development   \n",
       "...         ...  ...                ...                     ...   \n",
       "1095          0   35      Travel_Rarely  Research & Development   \n",
       "1096          0   38      Travel_Rarely                   Sales   \n",
       "1097          0   37      Travel_Rarely                   Sales   \n",
       "1098          1   22      Travel_Rarely  Research & Development   \n",
       "1099          1   26  Travel_Frequently  Research & Development   \n",
       "\n",
       "      DistanceFromHome  Education EducationField  EmployeeNumber  \\\n",
       "0                    1          4  Life Sciences              77   \n",
       "1                    1          4  Life Sciences            1245   \n",
       "2                    7          3  Life Sciences             147   \n",
       "3                    1          1  Life Sciences            1026   \n",
       "4                    1          3        Medical            1111   \n",
       "...                ...        ...            ...             ...   \n",
       "1095                23          4        Medical              75   \n",
       "1096                 2          4      Marketing            1835   \n",
       "1097                16          4      Marketing             868   \n",
       "1098                 7          1  Life Sciences            1878   \n",
       "1099                 2          3  Life Sciences            1053   \n",
       "\n",
       "      EnvironmentSatisfaction  Gender  ...  RelationshipSatisfaction  \\\n",
       "0                           1    Male  ...                         3   \n",
       "1                           4  Female  ...                         1   \n",
       "2                           1    Male  ...                         4   \n",
       "3                           4  Female  ...                         3   \n",
       "4                           1    Male  ...                         1   \n",
       "...                       ...     ...  ...                       ...   \n",
       "1095                        3  Female  ...                         3   \n",
       "1096                        2  Female  ...                         1   \n",
       "1097                        4    Male  ...                         4   \n",
       "1098                        4    Male  ...                         1   \n",
       "1099                        1    Male  ...                         2   \n",
       "\n",
       "      StandardHours StockOptionLevel  TotalWorkingYears TrainingTimesLastYear  \\\n",
       "0                80                1                  7                     2   \n",
       "1                80                1                 33                     2   \n",
       "2                80                0                  9                     3   \n",
       "3                80                1                 21                     3   \n",
       "4                80                2                  1                     2   \n",
       "...             ...              ...                ...                   ...   \n",
       "1095             80                1                  4                     3   \n",
       "1096             80                2                 20                     4   \n",
       "1097             80                2                  9                     2   \n",
       "1098             80                0                  1                     2   \n",
       "1099             80                1                  6                     2   \n",
       "\n",
       "      WorkLifeBalance  YearsAtCompany YearsInCurrentRole  \\\n",
       "0                   4               7                  5   \n",
       "1                   1               5                  4   \n",
       "2                   3               9                  7   \n",
       "3                   3              21                  6   \n",
       "4                   3               1                  0   \n",
       "...               ...             ...                ...   \n",
       "1095                3               2                  2   \n",
       "1096                2               4                  2   \n",
       "1097                3               1                  0   \n",
       "1098                3               1                  0   \n",
       "1099                3               3                  2   \n",
       "\n",
       "     YearsSinceLastPromotion  YearsWithCurrManager  \n",
       "0                          0                     7  \n",
       "1                          1                     4  \n",
       "2                          0                     6  \n",
       "3                         11                     8  \n",
       "4                          0                     0  \n",
       "...                      ...                   ...  \n",
       "1095                       2                     2  \n",
       "1096                       0                     3  \n",
       "1097                       0                     0  \n",
       "1098                       0                     0  \n",
       "1099                       1                     2  \n",
       "\n",
       "[1100 rows x 31 columns]"
      ],
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Attrition</th>\n",
       "      <th>Age</th>\n",
       "      <th>BusinessTravel</th>\n",
       "      <th>Department</th>\n",
       "      <th>DistanceFromHome</th>\n",
       "      <th>Education</th>\n",
       "      <th>EducationField</th>\n",
       "      <th>EmployeeNumber</th>\n",
       "      <th>EnvironmentSatisfaction</th>\n",
       "      <th>Gender</th>\n",
       "      <th>...</th>\n",
       "      <th>RelationshipSatisfaction</th>\n",
       "      <th>StandardHours</th>\n",
       "      <th>StockOptionLevel</th>\n",
       "      <th>TotalWorkingYears</th>\n",
       "      <th>TrainingTimesLastYear</th>\n",
       "      <th>WorkLifeBalance</th>\n",
       "      <th>YearsAtCompany</th>\n",
       "      <th>YearsInCurrentRole</th>\n",
       "      <th>YearsSinceLastPromotion</th>\n",
       "      <th>YearsWithCurrManager</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>Travel_Rarely</td>\n",
       "      <td>Research &amp; Development</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>Life Sciences</td>\n",
       "      <td>77</td>\n",
       "      <td>1</td>\n",
       "      <td>Male</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>54</td>\n",
       "      <td>Travel_Frequently</td>\n",
       "      <td>Research &amp; Development</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>Life Sciences</td>\n",
       "      <td>1245</td>\n",
       "      <td>4</td>\n",
       "      <td>Female</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>33</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>34</td>\n",
       "      <td>Travel_Frequently</td>\n",
       "      <td>Research &amp; Development</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>Life Sciences</td>\n",
       "      <td>147</td>\n",
       "      <td>1</td>\n",
       "      <td>Male</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>80</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>39</td>\n",
       "      <td>Travel_Rarely</td>\n",
       "      <td>Research &amp; Development</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Life Sciences</td>\n",
       "      <td>1026</td>\n",
       "      <td>4</td>\n",
       "      <td>Female</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>21</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>21</td>\n",
       "      <td>6</td>\n",
       "      <td>11</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "      <td>Travel_Frequently</td>\n",
       "      <td>Research &amp; Development</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Medical</td>\n",
       "      <td>1111</td>\n",
       "      <td>1</td>\n",
       "      <td>Male</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>80</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1095</th>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>Travel_Rarely</td>\n",
       "      <td>Research &amp; Development</td>\n",
       "      <td>23</td>\n",
       "      <td>4</td>\n",
       "      <td>Medical</td>\n",
       "      <td>75</td>\n",
       "      <td>3</td>\n",
       "      <td>Female</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1096</th>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "      <td>Travel_Rarely</td>\n",
       "      <td>Sales</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>Marketing</td>\n",
       "      <td>1835</td>\n",
       "      <td>2</td>\n",
       "      <td>Female</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>80</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1097</th>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>Travel_Rarely</td>\n",
       "      <td>Sales</td>\n",
       "      <td>16</td>\n",
       "      <td>4</td>\n",
       "      <td>Marketing</td>\n",
       "      <td>868</td>\n",
       "      <td>4</td>\n",
       "      <td>Male</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>80</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1098</th>\n",
       "      <td>1</td>\n",
       "      <td>22</td>\n",
       "      <td>Travel_Rarely</td>\n",
       "      <td>Research &amp; Development</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>Life Sciences</td>\n",
       "      <td>1878</td>\n",
       "      <td>4</td>\n",
       "      <td>Male</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>80</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1099</th>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "      <td>Travel_Frequently</td>\n",
       "      <td>Research &amp; Development</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>Life Sciences</td>\n",
       "      <td>1053</td>\n",
       "      <td>1</td>\n",
       "      <td>Male</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1100 rows × 31 columns</p>\n",
       "</div>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 3
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-27T01:38:18.670819Z",
     "start_time": "2025-10-27T01:38:18.663199Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 基本信息\n",
    "# 基本信息\n",
    "print(\"数据集维度:\", data.shape)\n",
    "print(\"\\n数据信息:\")\n",
    "print(data.info())\n",
    "print(\"\\n缺失值情况:\")\n",
    "print(data.isnull().sum())"
   ],
   "id": "9de099bc86d32954",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "数据集维度: (1100, 31)\n",
      "\n",
      "数据信息:\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1100 entries, 0 to 1099\n",
      "Data columns (total 31 columns):\n",
      " #   Column                    Non-Null Count  Dtype \n",
      "---  ------                    --------------  ----- \n",
      " 0   Attrition                 1100 non-null   int64 \n",
      " 1   Age                       1100 non-null   int64 \n",
      " 2   BusinessTravel            1100 non-null   object\n",
      " 3   Department                1100 non-null   object\n",
      " 4   DistanceFromHome          1100 non-null   int64 \n",
      " 5   Education                 1100 non-null   int64 \n",
      " 6   EducationField            1100 non-null   object\n",
      " 7   EmployeeNumber            1100 non-null   int64 \n",
      " 8   EnvironmentSatisfaction   1100 non-null   int64 \n",
      " 9   Gender                    1100 non-null   object\n",
      " 10  JobInvolvement            1100 non-null   int64 \n",
      " 11  JobLevel                  1100 non-null   int64 \n",
      " 12  JobRole                   1100 non-null   object\n",
      " 13  JobSatisfaction           1100 non-null   int64 \n",
      " 14  MaritalStatus             1100 non-null   object\n",
      " 15  MonthlyIncome             1100 non-null   int64 \n",
      " 16  NumCompaniesWorked        1100 non-null   int64 \n",
      " 17  Over18                    1100 non-null   object\n",
      " 18  OverTime                  1100 non-null   object\n",
      " 19  PercentSalaryHike         1100 non-null   int64 \n",
      " 20  PerformanceRating         1100 non-null   int64 \n",
      " 21  RelationshipSatisfaction  1100 non-null   int64 \n",
      " 22  StandardHours             1100 non-null   int64 \n",
      " 23  StockOptionLevel          1100 non-null   int64 \n",
      " 24  TotalWorkingYears         1100 non-null   int64 \n",
      " 25  TrainingTimesLastYear     1100 non-null   int64 \n",
      " 26  WorkLifeBalance           1100 non-null   int64 \n",
      " 27  YearsAtCompany            1100 non-null   int64 \n",
      " 28  YearsInCurrentRole        1100 non-null   int64 \n",
      " 29  YearsSinceLastPromotion   1100 non-null   int64 \n",
      " 30  YearsWithCurrManager      1100 non-null   int64 \n",
      "dtypes: int64(23), object(8)\n",
      "memory usage: 266.5+ KB\n",
      "None\n",
      "\n",
      "缺失值情况:\n",
      "Attrition                   0\n",
      "Age                         0\n",
      "BusinessTravel              0\n",
      "Department                  0\n",
      "DistanceFromHome            0\n",
      "Education                   0\n",
      "EducationField              0\n",
      "EmployeeNumber              0\n",
      "EnvironmentSatisfaction     0\n",
      "Gender                      0\n",
      "JobInvolvement              0\n",
      "JobLevel                    0\n",
      "JobRole                     0\n",
      "JobSatisfaction             0\n",
      "MaritalStatus               0\n",
      "MonthlyIncome               0\n",
      "NumCompaniesWorked          0\n",
      "Over18                      0\n",
      "OverTime                    0\n",
      "PercentSalaryHike           0\n",
      "PerformanceRating           0\n",
      "RelationshipSatisfaction    0\n",
      "StandardHours               0\n",
      "StockOptionLevel            0\n",
      "TotalWorkingYears           0\n",
      "TrainingTimesLastYear       0\n",
      "WorkLifeBalance             0\n",
      "YearsAtCompany              0\n",
      "YearsInCurrentRole          0\n",
      "YearsSinceLastPromotion     0\n",
      "YearsWithCurrManager        0\n",
      "dtype: int64\n"
     ]
    }
   ],
   "execution_count": 12
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-27T02:40:47.796552Z",
     "start_time": "2025-10-27T02:40:46.966159Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 数值特征分析 \n",
    "\n",
    "num_cols = data.select_dtypes(include=['int64', 'float64']).columns[1:]\n",
    "for col in num_cols:\n",
    "    grouped = data.groupby('Attrition')[col].mean()\n",
    "    x = grouped.index\n",
    "    y = grouped.values\n",
    "\n",
    "    plt.figure(figsize=(5,3))\n",
    "    plt.bar(x, y, color=['b','r'], edgecolor='w')\n",
    "    plt.title(f\"{col} 在不同离职状态下的平均值\")\n",
    "    plt.xlabel(\"Attrition\")\n",
    "    plt.ylabel(col)\n",
    "\n",
    "    # 替换0/1为中文\n",
    "    plt.xticks([0,1], ['未离职','已离职'])\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ],
   "id": "1750ce0fdd081e12",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ],
      "image/png": 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VtH748EFsF6Wnpyf+4j558iTZ2trSnDlzFJ6PygCF10YqO2mN1MOHD2nGjBlUqVIl8e9ftmxZmRqpDh06UHx8fK5qpAqrjZRUxYoVCQA9fPhQrJF68eJFrmvxgMy2UuqStq8CQNOmTaMvX75QUlIS1apViwDQDz/8kKdaLkUKskYqexm7du0Sa6TGjBlDAMjb21tpOWXLliUjIyO19hkeHk56enpkYmIifrdkr5F69eoVlStXjgDQ6tWrVZb35s0bse20u7s7ASBLS0tq2LAhNWjQgIyMjNR+n44dO0YAaMKECXLLnj17RoaGhuLfN+vnq7RGKuvnuCINGzbMV41UoSZSU6ZMIQAkCAJFRkbKLHvz5g3VrFlTLK9cuXJUo0YN8Q2xtLSkf/75R2YbZYlUUlKSzAeIkZERGRoakq6urjhPEAQqU6YMOTk5UYUKFahhw4ZUuXJl8UNQ+geXUpZInTx5kiwtLcUPYXd3d6pWrRoJgkBA5m3C27dvy2wjTaQ6dOggXrjlypWjmjVriieTIAhy+zp37hwZGxsTADIzM6NatWqRq6ureFz29vZyCWfWBALIrO6vUaMG2dnZicu+/fZbmQ+NnBKpvn37itWmVapUoRo1apBEIiEAVKFCBXr+/LlMDNHR0aSvry/GPWXKFLp165b8CaLCo0ePqHz58gSAdHR0yMXFherUqUOlS5cWY3VxcaHExEQiIrp+/To1bNhQjLNkyZLUsGFDGj16tMpj3L9/v0zDcU9PT3J2dhb/njVr1hQvwo0bNyrcR8OGDcUvwNDQULK2thbPK1dXV/rmm2/IxsZG5m+TkZEhc7zv37+XuR6qVKlC7u7u4vVga2srvofdunUTEwFpkpM1BmWJ1PXr18UPQYlEQm5ubuTu7i6eT9bW1nKJivSaq1u3LrVq1Uo87lq1aom3lADQrFmzcvX3lUpLSyNvb+8ck5GCSqSio6PFD/UuXbpQ+/btxS+KJUuWkLm5OQEgJycnOn/+vFplaiKRunfvnnhO1a9fn7Zs2SI2sA0KChJv6cycOfOrSqTmzZtHf/31F2VkZOR4a8/NzY309PRIEAT65ptvlL8pOdiwYQPp6OiQkZERNWnShACQq6sr3b59m168eCF+zvTq1Uvpj5zcyJoExcbG0siRIyk0NDTPZWQlTaSqV69OEomEzMzM6PHjx/T48WOFP2ptbW3JyspK7f0OGjSIANDs2bOJSDaRio6OJhcXF/HayY3sjc2lP7ZdXFyoS5cuVLFiRYWTtPnEoUOHCABNnDhRptzU1FTxb6oqkRo8eDANGzZM6SS9Xr6qRCotLY3Wr18vfkB/9913MsszMjLEi7t69ep0/fp1cVlcXJx4sVpaWtKTJ0/EZcoSqalTpxIAsrCwIIlEQoIgiFP2XzHS+USq20gpSqQePXpEpqamBIC6du0qUyP0+PFjqlevnpjgZK2Zku5H+iWUtfbp7du34olQokQJmXvZ0vYWY8aMkTk5IiMjqWrVqgSAhgwZIhN31mMdMWIExcfHi+/53LlzxWVZY8gpkZJ+yWZ9OiM8PFw8SRU92bJo0SK597506dLUs2dPWrlyJT148EBum6waNGhAQOZTfdmTRX9/fzGR27hxo8wyZW2kFB1jWlqamGAuXLhQ5smWW7duiRfX3Llz1dpHSkoKOTo6EgDq3LmzTNuL9PR0+v3338UYsrcJkz65UrlyZZlEPCoqSvy15ObmJiZgqmpnFSVSMTExYhLapEkTmR82UVFRYkJhbm5OT58+FZdl3Y+JiQnt2LFDTMITEhKoe/fuBGS2h1NUQ5qTYcOGieUXdiJ1/fp18UuzefPmlJSURB07dhS/KIgyE9p+/fqJCfz8+fNzLDd77A8fPpRp16JsOnbsmLhNbhKp7NeVgYGB3JT1R6R0UieRKleuHC1evJgWL15MY8eOLfBEKqucEilzc3NydnamcuXKkZ2dnVplZhUeHk6dO3cmIPPHtfSH+ZYtW8jQ0JBMTU3p9OnTFBERIdbsubi40KVLl3K9r6yyJkG//fab+D3UsWNHevnyZa7LyEqaSHl6epKLiwtt2bKFAgMDycDAgFq1aiVXq2ZgYEDlypVTO/bLly+Tvr4+zZkzh4hkE6k7d+5QjRo1qHbt2uIPWHUpemrvwIEDFBYWJn5eKZqklRv79+8nADRlyhSZcn19fQnI/EEv/QGrKJFSdyryREpR9wcNGjSgGjVqyDze3qtXL7k3/fjx42Li8+zZM4X7+e677wgADR06VJyn7Mujdu3aJAgCOTk5kZ6eHm3atEnmto80gfDw8JDZLreJ1ODBgwkAubu7K3ycNCYmRuGXb9ZE6sCBA3LbXbhwQVyeNcGQ1kZkTTSljh07Rm3bthVPeClpOc2bN5fbJiMjQ6yFmzFjhjhfnURqx44dcuXduXNHTGjOnDkjt3zHjh1kb2+v9KR1dXVV2HD05cuXYq3f3bt35colImrevDkBoPHjx8vMz00iFRUVJc7Ler5Ibdy4kTp16iRXha1sH6GhoWRqakoGBgYKyyMi8f1fsWKFOE/6yx8AXbx4UW6bZ8+eibVmV65cIaLcJ1J+fn4EgMqUKUNxcXFy2yQnJ1P16tUJkE3Os+5n2bJlctu9fv1aXK7s9rQy0g9BR0dH0tXVFZMRPz8/uaRDWvtlb28vt+zHH39UuZ+0tDRatGiRWEvav39/sfYmeyIltWPHDrE2ePjw4Sob62ZPpMLCwtT60N61a5e4jbqJVKNGjahmzZpyk/TYqlSpojRxy9poO7uiaGye1bp160gikShNpKTnVfv27cUay/fv3+dYbnp6Op08eZK6du0qXjOurq5ySeTJkydJT0+PKlSoQMnJyRQTE0M+Pj5iAj1u3Lg8d8uSPQm6cOGCWNtsbm5Ohw8fVrsMVY3NpedkcnKy+KN73rx5YhkpKSkEgKpWrZqr+LN+J2e/tSd9r3JLVfcH6tixY4fc91ZGRgZNnz6dXFxcKCIiQryGitWtPVVTjRo1aPLkyTKt57OSVh/2799f6X6kGWjZsmXFeaq+PJKSksjQ0FDh01q//fYbAaCKFSvKzM9tIiVNklT1WSOtHatTp47cfvT09OjLly9y2yQkJIjHlfV2gvQ2YL169ej48eNybZsUkZaj7CmkLl26iF8OUjklUo6OjkrbD0i/tCdNmqRweUpKCgUEBNCwYcPEauHsU7t27RT+wpHWpmWXnp4u/tIcPHiwzLLcJFIZGRnir5g2bdpQSEhIjk+3qNpHTnGnpKRQ7dq1CQD5+fmJ8ydPnpzjF9CtW7dkanxym0hJa0unTZumdB9//vknAZm1por2k7WmKqsSJUooTbYVSUlJET8DrK2t6e7du2JNChHRqFGj1PqckU5du3ZVuq+zZ8+Kt/IMDQ3p999/l1muLJEiyvwClPaJ17t3b6XXgLJEqlmzZgrXl3455TaRmjJlCo0cOVLhjzhp2yNFSbI6pIlUmTJlyM/Pj/z8/MQnqhQlUqqmnBKprD/QlCVS0id6Z86cSePGjcsxUU9LS6NRo0aJt92BzDsaitokXrp0id6+fUuHDh2Seb8zMjLojz/+EJN2Y2NjmjBhgsJbZqooqk1KTk4mX19fEgSBJBIJLV26VK0ylE3ZP3vu3r1L+vr6pK+vLybM0r9pvXr15Mo/e/Zsrq4xdSdl8ptIbdmyhQDIVRxkpSqR6tmzJ/Xt21fpZGtrm69EKs+Pp2Tt8Ts1NRXPnz/H0qVLsWbNGjx58gTly5dX2l29dDDSkJAQNGrUSOE6cXFxADK7sFenR1xDQ0MYGhoiLS0Nq1atwsOHD/Hw4UOEhYXh1atXAPI2/ELWeKTd+Ksao0e6TNFgnDY2NjAwMJCbn/XYUlNTxf8vWrQIbdq0QWhoKNq0aQNjY2M0bNgQzZo1Q/v27RU+nSClqG8sADAzMwOAXD2h4OnpqbSPJ3d3d4SEhCgdZkBPTw/t2rVDu3btAADv37/H6dOnceDAARw6dAgpKSk4evQoZs+eLTf0hJmZGd69e4fQ0FA8ePAAjx49Qnh4OG7duiWeH/n5mwqCgKVLl2LQoEE4fvw4jh8/DgsLCzRp0gTNmzdH+/btxd7Qc8PMzAwvX77E5cuXER4ejocPHyI8PBy3b99GYmKiXNzSJ6OqVaumtMz8jjn34MEDAOqdu2/fvkVcXJzc02RlypRRuJ2JiQnev38vc+6qMnXqVGzatAkWFhY4efKk3Hm8cuVKrFy5UmZebp/ai4+PR58+fcRxxGrWrIlt27bJ9Hafk/r16+PMmTPw8vLCrl27YG5ujrVr16q9fUGRnitbt27Fq1evsHTpUqVPFubnegAye4OfPn06AODq1atYs2aNzPKSJUvm2G+Qsp6hk5KSMGTIEOzcuRPW1tbitaCIdOiOBg0aiEN6/PPPP0rHEdTR0UHlypXx9u1buLm5oV+/fhg+fDgsLCwQFhaGPXv2oFGjRkhNTUXnzp1RuXJlnDlzRqYPKUEQMHr0aHTt2hXTpk3D1q1b8e+//4pPnueHvr4+Fi9eDE9PTwwYMAATJkyAIAgYN26cyu2yj06Q9am9rFxdXTF+/HgsWLAAkyZNwuHDh8XvKxsbG7n1jY2N1er/6d27d4iJiUHp0qVhbm6e4/oF7fPnz/j8+bM4YLOy/qFysmfPnoIMS06BdH+gp6eHihUrYvXq1ShXrhymTZuGkSNHIjY2Vq5TMeB/Y908e/ZMrcdr4+LiVCZScXFxmDRpEuLj47Fjxw7s2LEDQOYjzXXr1kXNmjVx/PjxvB3c//v06ZP4f1UnlDRORR8SipKo7ChL53vNmzfHtWvXsGjRIhw6dAgJCQkIDAxEYGAgJk+ejLp162LdunUKO1DL7+CeWdnb2ytdJh0CQdWHYlYlSpRAz5490bNnT7x48QKdOnXC9evXsW7dOplEKjw8HGPHjsWpU6dk3hMbGxs0bdoUT58+xa1bt/J4RP8jHXV8yZIl+PvvvxEXF4eAgAAEBARg7Nix8PHxwbp165QmptldunQJP/30k9xYY6VLl0aHDh1w8eJFuUFa379/L65TWKTnrzrnLpD598yeSOV0/mb9O6nyyy+/4MGDB5g1a1aBDhyalbm5OaysrGBubo5Zs2ZhzJgxeerWwM3NDUePHkWzZs3w6tUrfPnypci7vcj+5aGqI0FFX5pZKRrqQx3Jycl49eoVxo8fn6fBix8+fIiePXvi5s2bcHR0xIkTJ5T+iCYiHDlyBMbGxmjUqBE+f/4MiUSCI0eOYPHixUr3Ib1epcOMhIaGomrVqrh79y5+/fVXTJgwAYsWLUKfPn2wbds2dOnSBcHBwTKP1CcmJqJ06dLYtGkTpk6dCj09vQL9e/fq1QsWFhbo0KEDjhw5gh9//DHHrgnUNWnSJKxduxZHjhzB7du38fr1awBQOPSLh4eH+ONKFekQMYsWLcrTeaPM/fv3sXPnToXdJ8TFxeHEiRM4cOAAjh8/jg0bNog//NX5DlXk06dPKofradSoEc6fP5+nsgEg/11JZzN16lR06tQJQGa/HSdPnpRbR/qBvWbNGlDm7UWVk7JfwkDmRde+fXusW7cORkZG0NfXR+fOnXH9+nUkJCQgKCgIHTt2zPdxSWtygP/Vliny8uVLAJl9KBWE6tWrY9u2bfjw4QNCQkIwd+5cNGvWDIIg4NKlS2jWrBni4+MLZF/KSPtNUkS6b+nxpqam4ptvvoGDgwMuXLigslx7e3ssWbIEwP96tQYyB+Fs1KgRTp48CUdHR8ybNw+BgYF49eoV3r9/jwMHDqisjcutRo0a4dChQ4iJicHJkycxY8YM1KtXDwBw8uRJtGrVSuxvSJWwsDB4e3sjNDQUNWrUwLJlyxASEoJ3797h9evX2Llzp8JkSXo95Gfgz5xIz191zl2g4M5fZbEEBAQUWhIltXbtWoSHh2PcuHH56huqfv36uHjxIg4dOqSRvsOcnZ3h7OwsHkOVKlXEedJJmmzZ29vDwcFB/Fc6Zf38Ukd6errY03RISAisrKzwyy+/iMujoqKwePFiZGRkICUlBdOmTRPvNCiycOFC3Lx5Ex4eHrh48aLKMdVOnTqFyMhI+Pj4wNjYGCVKlECDBg3w8OFDnD17VmXc0nLfvn2L9u3bo379+jIJvkQiwYYNG/DNN9/g3LlzMjWfb9++Rb169TBo0CCkpKSgUqVKav+Ayo3WrVvjyJEjOHr0aIElUUDmNTt06FAIgoCQkBDx75fbUQIK09OnT9G0aVO4urrK1HY+ffoUK1asQIsWLWBra4vevXtj3759ICLY2tri8+fPAPKeSBW2Ak+kAGDdunWwsbEBEWHgwIFiDZRU1apVAQB3795VWsbr169x9uzZHGuszp8/L15ctWrVQpUqVXD48GHUqVMHZcuWRYUKFTBx4kQAmbcJK1SoIDc0hTosLCzEzF7a4aQiN27cAIAcB1/MSXp6Op48eYJz584ByKxhatKkCaZNm4Z//vkH58+fFwcpPXPmTL72lZOwsDCly6THK731pKenh+fPn+P58+fiSNyqSN9TQRDEhGLDhg14//49rKyscPXqVUyZMgXNmzeXSahVDY6qrpSUFISHh+Py5csAMqu7W7ZsiTlz5uDixYtih4YPHjwQh5dR5ffff0dSUhKqVKmCy5cvY9y4cWjSpInMUC0RERFy20mTwps3byote/DgwWjVqhWOHDmSm0MUSTvDVefctbe318iwNwXNxMREZliN/KhZs2auv/SkCUP2KTedSAKZ59+DBw/Ea+XWrVviPOkkHcrk+vXrGD9+PDIyMrBu3TpERkYiMjJS7YGPX7x4gdatW8PKygp9+vQBkJngly9fHo0bNxbXGzduHCZOnIhjx45h//79mD9/vngrVJHly5dj+PDhCAkJyfFvsmjRIgCZ57zUgAEDAAC//fZbjseQkpKCbt264f379+jatatcR4z6+vriLdqNGzeK8xMSEiCRSLB582Z4e3uLHTwWhtatW+dpAOecjBs3DuHh4RgzZoz4mZWfAZrzKykpCfv27RPvTD169AhBQUFwcnJCp06d4OvrC1dXV1SsWBFjx47FP//8A0EQ0K5dO2zbtg3R0dFo1qyZWKOe12FdzMzMIAiC0ik/tVFAISVSJUuWxLJlywAAb968wc8//yyzXFpDtGvXLrEWIrsff/wRTZo0Qbdu3VTuS9r7LQCcO3cOd+/eBREhPT0d0dHRiIiIkGlPExkZKX6ZST8YMzIy1DquNm3aAABWrVqlsD3Ihw8fsGXLFpl18+rixYuoVKkSvLy8xHvdWdWtW1f8slNVY1QQLly4oLAa+Pbt2zh//jwEQUDnzp3F+V26dAGQ+eGpKHHIav/+/QCAxo0bixeJ9G/q4OAAa2trhfu9cuUKAMjVFOXmb7p37164uLjAx8dH4XuYtad1dd5jadyurq4KfzkdPXpU/Ftmjbt9+/YAMs9fRW3r3r17h127duHkyZNizULWL3V1jrVt27YAMts2KqqVSk1NxR9//AEg/+cuy/T582eEh4fLTTExMYW2z8TERFhbWyM6Ohrt27dHQEBAjut7e3uL7WXevn2Lv//+Gzo6OmjQoAGAzPPhwYMHGDZsGIDMWtrdu3ejYsWKaNOmDfr06YO9e/ciJSUF7du3x507d+T2Y2ZmhjVr1qi8vQIAAQEB+Pfff1G5cmWZXrF79+4NKysrHDx4EFevXlW6fUpKCnr27ImzZ8+ievXqmDZtmsL1PDw8MGPGDJw4cUKct3r1amzZsgWtWrXChQsX0K5dO3z58kVlvF+b0qVLo3LlygAymxkAinv6LgorV66EnZ0devTogb///hv6+vro0aMHAgMD8eTJE8yYMQNr1qzB/fv3YWZmhu7du2Pnzp149+4dAgIC0K9fP/F8kVbG5LWdVt++fTFgwAClU8mSJfN3sLltnY7/b52vToec0kfUBUGQ6f8lNTVVfJLGw8ND5hH3xMREmjhxorgff39/cZmiJ5WuXbsmzvP19ZV5ouXSpUvi00pAZj9NWR08eJCAzD5Gso8EreipvfDwcPGR6E6dOsk8Hvvy5UuxP6jSpUsr7EdKVZ8p0hil71N6err4JI63t7dM/yNJSUn0888/EwCZXmgVlZOdoifO1On+wNXVlR4+fCguCwsLE+PL/gSJtKdq/P8TYEuXLpV7muj169c0adIkkkgkpK+vL9Nh3dKlSwnI7DQya4/4GRkZtGfPHvERYADUrVs3mXKlfd98++23MvMVHWNcXJzYL0+vXr1k+n2KjY2lvn37EpD55GjW80rZU3vSnoZNTEzo7Nmz4vyUlBRau3at2Nmj9FzNSvrotZubm8z7HB0dTS1atCAAVLt2bXG+9CkYAHKd3Sp6au/9+/fiE00NGzaUeQIvJiaGunXrRgDI1NRUaT9SyqgaBUBdWZ/aU6QgezbPStVTe+oC8t8hp7SjVFVP7ZUtW1Z8KunBgwe0du1amjlzJg0aNEimy5msk6mpKT169Eh8ElLRca5YsYIMDQ2pWbNmNG/ePLp06RKlpaUp7JDzw4cPYqzZn6LbunUrCYJAVatWVatn+Oz9SEVHR4tPRisaCUP6JFutWrUUPrn48eNHsT82W1tbcXxXad9LinrFlnr37h0BoEaNGlFycrL43ZWXMTuLcqw9ZV6/fi122KnO097KKBtrTx3Pnj0jCwsLcnFxoSVLlijsZ+7gwYP0999/5xij9CltRd3sSBXL7g/U+dB8/Pix2HN3pUqVZJKViIgImcfhq1SpQh4eHjK9JWfvDE/Zh3qPHj1kkiVPT0/xgrSxsRG7P9DR0ZG5wCMiIsTO0uzt7alWrVpiHxnKvhz+/vtvuZ7Nq1evLvZZUqFCBQoLC5PZJi+JFBHR+fPnxfdDT0+PXFxcxGFHgMxOEHfv3p1jOVnlJZFycHAQOzutUaMGubm5ie+bt7e3wpP07t275OrqKparo6ND9vb2VLt2bbK3txffLxsbG5mOCYkyExxpf0vS/deqVUtMemrUqCH2QZT9UeusQ0G4ublR586dVR6jv7+/OEyIoaEhubm5UY0aNcSE2dTUVKYjUmXvIVHmB4f0MVogs6+1mjVril9y3t7e4mP/2Qc8joqKEvtxEgSBqlWrRm5ubmRgYEBAZhcUWTunTUhIEDuHLVmyJHl6eornnbKeza9duybXs3mtWrXEfdja2irt2byoEqmgoCCFfSCp6kdKOuWFphKpT58+UXR0NEVERNDBgwfF6yn7D7qssiZScXFx4vmiq6tLVapUofbt29PPP/9MGzZsoLNnz9LcuXPJysqK9uzZI3ZloOg4MzIyFHbLkj2RSkpKEvt0ko4YkJ30x0TW/v+UyZpIJSQkUP369QkAtWrVSuH6nz9/FjvOzN7DNRFR//79xevh5s2b4nxpIqWqvzFpz9nSblw+fvxIFSpUIEEQZMpSR0EmUsqmrJ89UVFRtGXLFrpz547YP9r48eMVfs7kVn4SKSJSOWh9bkg7oFbV6a/WJlJEmUMCSLfJfvInJibS0qVLqX79+mRhYUE6OjpkZ2dHnTt3luv5mUj5h3paWhpt2LCB6tSpQ1ZWVmRkZETW1tZUunRpqlSpEtWpU0dM6LKPC/bXX39R5cqVSV9fnywtLenq1atEpPrLQVqbUrVqVTI0NCQTExOqXbs2LV68WOEvsbwmUkSZCcDo0aPJxcWFjIyMSE9Pj8qXL0/fffedwmFXCiOR8vLyonv37lHHjh3Fcfs8PDzojz/+UPjLUCo5OZl27dpFPXr0oEqVKpGpqSnp6OiQlZUV1a9fn+bOnav0woiNjaVp06ZRtWrVyNjYmCwtLcnb25s2bdpEqampYl89urq6MkPUpKenk6+vL5UqVUoc3T09PV3lWHu3b9+mgQMHUoUKFUhfX58MDAyoYsWKNHz4cLl1lb2HUm/evKHRo0dTlSpVyNDQkEqUKEFt2rQhf39/ysjIoICAAAIy+0/Kfq4kJibSwoULydPTk0xNTUlfX59cXV1p5syZCvumOn78uDiskqmpKR06dIiIVI+1FxsbS3PnzqVatWqRsbExGRoaUvXq1WnGjBkK/xZFnUhJ35+8THmhqURq+fLlcvHnlAxmTaSIMkdFuH//vvjlmV3Pnj3J0dGRqlWrJnbum7WGPydZE6n79++LtfvNmjVTus/Pnz+LQyzlVHsoTaTev39PjRs3JiCzH6uoqCil25w7d07stX3Lli0yyxITE2nkyJFy16w0SdLX11eahEsT9awd4v777785jienSFGNtSf16dMnsWNkXV1dceggiUSisjd7deQ3kcqL3377jQICAuju3bv04sUL8VqpXr26yu2yJlJ5/QyRTqNGjcpVzHn79PmK+fn5yQ0TI50kEonccB9MuayJFGOFKadbe4VFU4nUy5cvxS8/ExMTqlevnsztYEWyJ1I52bBhg/jFIJFIqGXLliprvLLLmkgdO3aMDA0NqVWrVjnetpN2pjlixAiV60kTKWmHtNbW1nTnzp0c41q3bp14TOqMYZeUlERt2rQRa8EVTfr6+jnGq67CTKT2799PJiYmNGzYMJn5O3bsoCFDhogDitvb29P27dvzvH8pTSRS0uGqsk85xZA1kVJniCZVU9YOk9WhVYnUiRMnSBAEKl++PG3dupUiIyPpy5cv9PTpU/rzzz/J0dGRJBJJgbez0FacSLGi8l9LpKSyD16tSm4TqfzKfmvvwYMHSnt3z27v3r05Hps0kUpMTKSOHTuKbZrU8fvvv1Pr1q3VjofljSYSqSNHjlDjxo2pdOnSpKurSxUqVKA//vgjx+0U3dorKgKRmr3oFQMtW7bE1atXcfPmTfFx4Kzev3+P6tWro3bt2jk+zcKAWbNmYfbs2fDy8kJwcLCmw2GMMVFGRobSERcYK0padRZeuXIFnTp1UphEAZm9avfo0SPffUYwxhjTLE6i2NdCq87EL1++oGzZsirX0dPTK3Z9gzDGGGPs66RVt/bc3NxgZmaGixcvKlyekZEBT09PpKenqxzOgDHGGGNMHVpVI9WzZ09cvnwZY8eOlRu37NOnTxg5ciRu376tcPRsxhhjjLHc0qoaqaSkJNSrVw937tyBpaUlatasiVKlSiEqKgq3bt3Cx48fUbNmTYSGhn61gx8yxhhjrPjQqkQKyBzd3tfXFzt37kRSUpI439DQEL169cLSpUthZWWlkdgyMjLw+vVrcQBFxhhjrCARET59+oQyZcpwg/wionWJlFRqairCw8MRFxcHCwsLVKlSBfr6+hqN6eXLl7C3t9doDIwxxrTfixcvUK5cOU2H8Z+gtYnU1yguLg6WlpZ48eJFnkexZowxxpSJj4+Hvb09YmNjYWFhoelw/hN0NR1AfgwaNAhdu3ZF27ZtxdfqEAQBGzduLMzQlO4XAMzNzTmRYowxVmi4+UjRKdY1UhKJBHPnzsXUqVPF1+oQBAHp6emFGZpC8fHxsLCwQFxcHCdSjDHGChx/zxS9Yl0jFRQUBCcnJ5nXjDHGGGNFpVgnUl5eXipfK5P1aT7GGGOMsbzSqmcjK1SogNWrV6tcZ968efwkA2OMMcYKhFYlUpGRkYiLi1O6/MuXLwgLC+MaKcYYY4wViGKdSM2bNw86OjriJAgCpk+fLjMv62RiYoK9e/eiWrVqmg69QGigvTxjKvE5yRj7rynWbaR8fX1x5MgRREdHAwCeP38OCwsLhX1nCIIAfX19ODk5Yf78+UUdaqHQ0QH69gXu39d0JIwBVasCO3ZoOgrGGCtaxTqR0tfXR2hoqPhaIpHA19dX7A7hv+D+feDGDU1HwRhjjP03FetEKruIiAhxHL2MjAyZfqXu37+PqlWraio0xhhjjGmhYt1GKjsHBwdcu3YNHh4eWLVqlTifiODu7o6qVavi3LlzGoyQMcYYY9pEqxKpq1evonXr1rh9+7ZMz+VfvnxBq1atEBkZCR8fHzx69EiDUTLGGGNMW2hVIvXrr7/CwMAAly5dwk8//STONzIywuHDh3HlyhXo6OjAz89Pc0EyxhhjTGtoVSJ1+fJl9O3bF56engqXu7m5oXfv3ggODi7awBhjjDGmlbQqkYqNjYWNjY3Kdezs7PD+/fsiiogxxhhj2kyrEqmKFSsiMDBQ5TpBQUFwdHQsmoAYY18n7jmUfW34nCy2tKr7g169emH69OkYPHgw/Pz8UKZMGXFZdHQ0Zs2ahQsXLmDmzJkajJIxpnHcmy37mnBvtsWaViVSvr6+OHbsGDZv3ozt27ejfPnyKFmyJN69e4dnz54hNTUVDRo0wMSJEzUdKmNM07g3W8ZYAdCqW3v6+voIDg6Gn58f7O3t8eTJE1y8eBGPHz+Gg4MD5s2bh6CgIBgaGmo6VMYYY4xpAa2qkQIAPT09TJs2DdOmTUNKSgo+fPgAMzMzmJqaajo0xhhjjGkZrUukstLX10fp0qXl5icmJsLExEQDETHGGGNMm2hdInXnzh0cOHAAb968QUpKCogIQOYwMampqYiJiUFoaChiYmI0HCljjDHGijutSqTOnDmDFi1aIC0tDUQEQRDERAqA+LpcuXIajJIxxhhj2kKrGpvPnj0baWlpmDZtGgIDA+Hg4IAePXrgxIkTmDdvHkqUKIG2bdvi+fPnmg6VMcYYY1pAq2qkbty4gfbt22POnDkAAC8vLzx8+BA+Pj7w8fFBu3btUKtWLRw5cgQdOnTQcLSMMcYYK+60qkYqISEB7u7u4uuqVavixo0b4u09Nzc3dOjQAStXrtRQhIwxxhjTJlqVSJUsWRIJCQni60qVKiE5ORmPHj0S51WtWhWXL1/WRHiMMcYY0zJalUg5OzvjxIkTSE1NBZBZA0VEOHfunLjOs2fPIAiCpkJkjDHGmBbRqjZSgwcPRr9+/dCgQQOsWrUKderUQfny5TFz5kyYm5vj5cuX2Lt3L7755htNh8oYY4wxLaBVNVJ9+vTBmDFjcO3aNTx+/BgAMGPGDLx69Qo9e/bEhAkTkJaWhqlTp2o4UsYYY4xpg2JdIxUfHw9zc3OZeb///jvGjBkj9lw+ePBglCxZEjt37oSOjg6+//57NG/eXBPhMsYYY0zLFOtEys3NDYMHD8bMmTMBAFu3boWHhwfc3Nxk1mvfvj3at2+viRAZY4wxpsWK9a29t2/fIjk5WXz9/fff48iRIxqMiDHGGGP/JcW6RqpkyZLYtGkTSpYsCWtrawCZnXJu3bo1x2379+9f2OExxhhjTMsV60Rq2LBhmDFjBiZMmAAgcyy9AwcO4MCBA0q3kY7Bx4kUY4wxxvKrWCdS06ZNg4eHB+7du4dPnz5hzpw5aNq0KRo3bqzp0BhjjDH2H1CsEykAaN26NVq3bg0AYiLF3RswxhhjrCgU+0Qqq4iICFhZWWk6DMYYY4z9RxTrp/ayc3BwgIGBAQ4dOiTO+/TpEwYPHoxq1arBx8cHoaGhmguQMcYYY1pFq2qk3r9/j+bNmyMsLAyvX7+GnZ0dhg8fjl27dgEA7t+/j7Nnz+LGjRtwdnbWcLSMMcYYK+60qkZqwYIFuH37NoYPHw4jIyN8+PABe/fuRZkyZfDy5UsEBwdDIpHAz89P06EyxhhjTAtoVY1UQEAA2rRpg1WrVgEAtm/fjvT0dAwdOhRlypRBmTJl0KNHDwQHB2s2UMYYY4xpBa2qkXr58iU8PDzE14GBgRAEAd7e3uK8cuXKISoqKtdlJyYmYubMmahatSoMDAxgbm4OLy8vHD58uEBiZ4wxxljxo1WJlLm5OT5+/Aggs+PNwMBAGBkZoX79+uI6ERERsLOzy1W58fHxaNSoEebMmQNTU1OMHTsWvXr1ws2bN9GpUycsXry4QI+DMcYYY8WDViVS7u7u8Pf3x/Pnz7Fjxw5ERUWhVatW0NPTAwCEhobC398fderUyVW58+fPx82bNzFq1ChcvnwZixYtwp9//om7d++iVKlSmDp1KiIjIwvhiBhjjDH2NdOqRGrq1Kl4+/YtnJycMGDAAOjq6mLixIkAgOnTp6Nhw4YAgEmTJuWq3D179kAQBPz6668QBEGcX65cOYwYMQJpaWk4ceJEwR0IY4wxxooFrWps3rhxYxw/fhzr1q2Dnp4eRo4cKdY+WVpaolGjRpg3b55MOyp1/PTTT4iJiYGFhYXcMmkHoHFxcfk/AMYYY4wVK1qVSAFAy5Yt0bJlS7n5vr6+8PX1zVOZP/74o9Jl0s4/a9asmaeyGWOMMVZ8aV0iVZTWr1+Pf//9F5UrV1aYvCUnJyM5OVl8HR8fX5ThMcYYY6yQFes2Ujo6Opg/f77Ma3UmXd3854/79u3DiBEjoKuriw0bNkBHR0dunfnz58PCwkKc7O3t871fxhhjjH09inWNlL29vUy7JXt7e5nG4IVl/fr1GDlyJDIyMrBlyxY0adJE4XpTpkzB+PHjxdfx8fGcTDHGGGNapFgnUtm7HCjsLggyMjIwdepULFy4EHp6eti2bRv69u2rdH0DAwMYGBgUakyMMcYY05xifWsvuzNnzuDFixcq13nw4AH++uuvXJedkpKCXr16YeHChbC0tMTx48dVJlGMMcYY035alUh5e3tj+/btKtfZuXMnhg8fnqty09PT0aNHD+zbtw8VKlRAaGgomjdvnp9QGWOMMaYFivWtvZCQEDx79kx8TUS4fv06tm7dqnD9z58/w9/fH0ZGRrnaz9y5c3H48GE4OTnh7NmzKFOmTL7iZowxxph2KNaJVHp6Or7//nuxgbkgCDhw4AAOHDigcH0iAgAMGDBA7X3ExMRgyZIlAABPT09s2rRJ4XpNmjRR2uicMcYYY9qpWCdSTZs2xerVqxEdHQ0iwpw5c+Dt7a0woREEAfr6+nByckKXLl3U3kdoaCgSEhIAAPv378f+/fsVrjdz5kxOpBhjjLH/mGKdSAGQae8UEhKCQYMGFWgj8DZt2og1WYwxxhhjWRX7RCqroKAgTYfAGGOMsf8QrUqkAODdu3c4ceIE3rx5g5SUFLE2iYiQmpqKmJgYnD59GuHh4RqOlDHGGGPFnVYlUmFhYWjcuDE+ffoEIhIboWf/P3eSyRhjjLGCoFX9SE2dOhXx8fHo27cvNmzYADs7O7Rp0wZr1qzB0KFDYWhoiDZt2uDDhw+aDpUxxhhjWkCraqQuXbqEpk2biv1InT59GlFRURg2bBgAoHfv3mjWrBmuXbuGxo0bazJUxhhjjGkBraqRio2NRYMGDcTX1apVw5UrV8TXXl5eaNGiBZYuXaqJ8BhjjDGmZbQqkbK2tkZKSor4umLFikhMTJQZzLhWrVo4f/68BqJjjDHGmLbRqkSqYsWKMl0guLq6gogQGhoqzvvw4QOSk5M1ER5jjDHGtIxWJVL9+vXDlStX0LFjRzx48ABubm6wtbWFn58frl69ikOHDmHnzp2oXLmypkNljDHGmBbQqkRq6NCh6NSpEwICAnD58mUIgoBx48bh/v37qFu3Lrp27YrExESMHTtW06EyxhhjTAto1VN7urq68Pf3x+nTp+Hk5AQAmDx5MkxMTLBz507o6Ohg4MCB6N+/v4YjZYwxxpg20KpECsgcnLh58+Yy88aMGYMxY8ZoKCLGGGOMaSuturWnSExMDK5evYoXL15oOhTGGGOMaRmtSKT27t2Lfv364datW+K8jIwMjB49GnZ2dqhbty4cHR3RsmVLvHnzRoORMsYYY0ybFPtbe0OGDMHmzZsBAB07dkTNmjUBAFOmTMHq1ashkUjQqlUrAEBgYCBatGiBq1evwtDQUGMxM8YYY0w7FOsaqWPHjmHTpk1wdHTEX3/9JbaNio6OxooVKyAIAtauXYtjx47h2LFj2LdvH+7du4dVq1ZpOHLGGGOMaYNinUht2LABJiYmuHjxIvr16wcrKysAwMGDB5GcnIzSpUtj8ODB4vodO3ZE7dq1sW/fPk2FzBhjjDEtUqwTqcuXL6NTp04oWbKkzPxTp05BEAR07NgRgiDILKtfvz4ePHhQlGEyxhhjTEsV60Tq/fv3cHR0lJt/5swZAEDTpk3llpmbmyMpKamwQ2OMMcbYf0CxTqQMDAyQkJAgMy8sLAwxMTEAgMaNG8tt8/z5c5ibmxdJfIwxxhjTbsU6kXJ2dsalS5dk5h05cgQA4ObmJnfLLyUlBYGBgXB2di6yGBljjDGmvYp1ItW1a1dcunQJW7duBQBERERg1apVEAQBAwYMkFv/t99+Q3R0NFq3bl3UoTLGGGNMCxXrROqnn36Cq6srBg4cCGtra1SuXBlRUVGoVKkSRowYIa63f/9+9OrVC1OnTkWJEiUwfPhwDUbNGGOMMW1RrBMpQ0NDBAcHo3///hAEAYaGhujQoQP++ecfGBkZietNmDABe/fuRalSpRAQEAAbGxsNRs0YY4wxbVHseza3sbERezZXxtfXF5aWlujSpQtMTEyKKDLGGGOMabtin0ipY8yYMZoOgTHGGGNaSCsTqYiICGzfvh23bt3Cp0+fYG1tjXr16qFfv358W48xxhhjBUbrEqlFixZhxowZSEtLAxGJ8/fs2YNffvkFW7ZsQefOnTUYIWOMMca0RbFubJ7djh07MHnyZFhZWWH+/Pk4c+YMHj58iMuXL2Pp0qUwNjZGz549cfHiRU2HyhhjjDEtoFU1UsuXL0epUqVw48YN2NnZySyrXbs2evTogVq1amHWrFk4efKkhqJkjDHGmLbQqhqpu3fvok+fPnJJlFTZsmXRp08frpFijDHGWIHQqkTK1NQU6enpKtfJyMiAjo5OEUXEGGOMMW2mVYlUly5dsHPnTrx+/Vrh8o8fP+Lw4cPo0KFDEUfGGGOMMW2kVW2kpk2bhps3b8LDwwO+vr7w8fFB2bJl8eHDB1y5cgXz5s3Dp0+f0LFjR5w5c0Zm2yZNmmgoasYYY4wVV1qVSDk4OEAQBBARJk2ahEmTJsksl3aH0L17d7ltc7olyBhjjDGWnVYlUtIx9xhjjDHGioJWJVJbtmzRdAiMMcYY+w/RqsbmjDHGGGNFqVjXSA0aNAhdu3ZF27ZtxdfqEAQBGzduLMzQGGOMMfYfUKwTqS1btqBSpUpiIqXurT1OpBhjjDFWEIp1IhUUFAQnJyeZ14wxxhhjRaVYJ1JeXl4qXzPGGGOMFSZubM4YY4wxlkdal0itXLkSHh4esLCwgI6OjsJJV7dYV8Qxxhhj7CuhVRnF2rVrMXbsWBARTExMUL58+ULZT7du3XD16lVERkYWSvmMMcYYKx60LpEyMjKCv78/fHx8CmUfixYtgr+/PxwcHAqlfMYYY4wVH1qVSD18+BD9+/cvlCQqOTkZvr6+WLlyZYGXzRhjjLHiSavaSJmZmcHU1LTAyz169CiqVq2KlStXomPHjgVePmOMMcaKJ61KpHx8fBAQEICUlJQCLXfDhg1ISEjAypUrcejQoQItmzHGGGPFl1YlUr/++ivi4uLQvXt33LhxA8nJyQVS7k8//YTIyEiMGjWqQMpjjDHGmHYo1m2kdHR0FM4/evQojh49qnQ7QRCQlpam9n6+/fbb3IYGILNdVdZkLj4+Pk/lMMYYY+zrVKwTKXt7ewiCoOkwlJo/fz5mz56t6TAYY4wxVkiKdSL1tffjNGXKFIwfP158HR8fD3t7ew1GxBhjjLGCVKwTqa+dgYEBDAwMNB0GY4wxxgqJVjU2BzLbJWV9su7Tp08YPHgwqlWrBh8fH4SGhmouOMYYY4xpFa2qkXr//j2aN2+OsLAwvH79GnZ2dhg+fDh27doFALh//z7Onj2LGzduwNnZWcPRMsYYY6y406oaqQULFuD27dsYPnw4jIyM8OHDB+zduxdlypTBy5cvERwcDIlEAj8/P02HyhhjjDEtoFU1UgEBAWjTpg1WrVoFANi+fTvS09MxdOhQlClTBmXKlEGPHj0QHBys2UAZY4wxphW0qkbq5cuX8PDwEF8HBgZCEAR4e3uL88qVK4eoqChNhMcYY4wxLaNVNVLm5ub4+PEjAICIEBgYCCMjI9SvX19cJyIiAnZ2dvnaDxHla3vGGGOMaQetqpFyd3eHv78/nj9/jh07diAqKgqtWrWCnp4eACA0NBT+/v6oU6eOhiNljDHGmDbQqkRq6tSpePv2LZycnDBgwADo6upi4sSJAIDp06ejYcOGAIBJkyZpMkzGGGOMaQmtSqQaN26M48ePo1OnTujevTv++ecfsfbJ0tISjRo1QmBgoEw7KsYYY4yxvNKqNlIA0LJlS7Rs2VJuvq+vL3x9fTUQEWOMMca0lVbVSDHGGGOMFSWtS6RWrVoFV1dXGBsbQ0dHR+Gkq6t1FXGMMcYY0wCtyig2btyIMWPGAMjsCqFkyZIQBEHDUTHGGGNMW2lVIrVy5UqYmJjgyJEjMp1wMsYYY4wVBq26tffgwQP069ePkyjGGGOMFQmtSqTMzc1haWmp6TAYY4wx9h+hVYlUy5Ytcfz4cR7ChTHGGGNFQqsSqfnz5+Pjx4/o168f7t27h+TkZE2HxBhjjDEtplWJVIcOHSAIAnbv3o3q1asr7QKBuz9gjDHGWEHQqowiJiYGEokE5cuX13QojDHGGPsP0KpEKjIyUtMhMMYYY+w/RKtu7THGGGOMFSWtTKR2796NZs2awcbGBoaGhihVqhRat26NvXv3ajo0xhhjjGkRrbq1BwBDhw7Fpk2bQETQ1dWFjY0N3r9/j5MnT+LUqVM4ffo01q1bp+kwGWOMMaYFtKpGaufOndi4cSPc3d0REhKCpKQkvHnzBl++fMHJkyfh6emJDRs24ODBg5oOlTHGGGNaQKsSqTVr1qBMmTIIDAxE48aNoaOjAwDQ0dFBixYtcObMGTg6OmLFihUajpQxxhhj2kCrEqlbt26hffv2sLa2Vrjc0NAQXbp0wbVr14o4MsYYY4xpI61KpNLT03Mcay8lJQXp6elFExBjjDHGtJpWJVJVq1bF0aNHkZGRoXD5ly9fcOLECVSrVq2II2OMMcaYNtKqRKp///64e/cuunXrhufPn8sse/bsGXr06IEnT55g4MCBGoqQMcYYY9pEq7o/GDVqFAICAnDo0CEcPXoU5cqVQ6lSpRAVFYUXL14gPT0dzZs3x/DhwzUdKmOMMca0gFbVSOno6OD48ePw8/ODvb09IiMjERoaisjISJQvXx6zZs3C0aNHIQiCpkNljDHGmBbQqhopANDT08O0adMwbdo0JCQkIC4uDhYWFjA1NdV0aIwxxhjTMlqXSGVlamrKCRRjjDHGCk2xTqSaNm2KwYMHo2/fvuJrdQiCgNOnTxdmaIwxxhj7DyjWiVRwcDCaN28u81od3EaKMcYYYwWhWCdSERERsLKyknnNGGOMMVZUinUi5eDgoPK1IqmpqYiMjCykiBhjjDH2X6J13R/Mnz9f5Tpz5syBp6dnEUXEGGOMMW1WrGuk3r17h6SkJPE1EeHjx49yvZpLff78GVevXlU6hAxjjDHGWG4U60TK398fo0aNEl8LgoClS5di6dKlKrdr3LhxYYfGGGOMsf+AYp1IDRs2DMHBwYiOjgYAnDlzBg4ODgrbSgmCAH19fTg5OWHKlClFHSpjjDHGtFCxTqQEQcDu3bvF1xKJBEOGDMHUqVM1GBVjjDHG/iuKdSKVHbd9YowxxlhR0qpESur58+d48+YNUlJSQEQAMhuip6amIiYmBidPnsTGjRs1HCVjjDHGijutSqQ+fvyItm3b4tKlSzmuy4kUY4wxxvJLq/qRmjRpEkJDQ1GxYkX07dsXxsbGqFGjBnr06AFnZ2cQEb799lsEBgZqOlTGGGOMaQGtqpE6efIkqlatips3b0JPTw8dOnSAnp4edu3aBQBYvHgx5syZAycnJw1HyhhjjDFtoFU1Um/evEHbtm2hp6cHAKhRowbOnz8vLv/5559RqVIlLFy4UFMhMsYYY0yLaFUiZWpqCkNDQ/F1pUqV8O7dO7x7906c5+3tjePHj2siPMYYY4xpGa1KpMqVK4dbt26Jr11cXEBEuHnzpjhPIpHg/fv3uS6biPDnn3/C3d0dRkZGsLW1Rc+ePfHkyZOCCJ0xxhhjxZBWJVIdO3bE8ePHsXTpUiQkJMDd3R2GhoZYsWIFMjIyEB0djX379sHe3j7XZY8fPx7Dhg1DRkYGxo0bBx8fHxw4cAC1a9fGw4cPC+FoGGOMMfa106pE6scff4STkxMmTpyInTt3wtDQEL1798axY8dgbW0NR0dHvHz5Ej179sxVuVeuXMHy5cvRqFEjXL16FfPmzcP27duxf/9+xMbGYuzYsYV0RIwxxhj7mmlVImVra4vz589jypQpqFGjBgDgt99+Q+fOnZGQkID09HT06dMn10PIrF+/HgAwa9Ys6Ovri/M7duyIOnXq4O+//8arV68K7kAYY4wxVixoVfcHQGYyNXfuXPG1ubk5/P398fnzZ0gkEpnG6OoKCgqCvr4+GjduLLesZcuWuHz5MoKDg9G3b998xc4YY4yx4kXrEilljI2N87RdamoqIiIiUKFCBZnaKCkXFxcA4HZSjDHG2H9QsU6kmjZtmqftBEHA6dOn1Vo3NjYW6enpsLGxUbjc0tISAPDhw4c8xcIYY4yx4qtYJ1LBwcF52k4QBLXX/fLlCwAorI0CACMjIwBAUlKS3LLk5GQkJyeLr+Pi4gAA8fHxau8/J5UqAenpBVYcY3lWqRJQgKd24eOLh30tCvDikX6/EFGBlMdyVqwTqYiIiELfh7RNlaJECYCYKEkTqqzmz5+P2bNny83PS/cLjH3tbt8G9u3TdBSMFUOFcPF8+vQJFhYWBVomU6xYJ1IODg6Fvg8LCwtIJBKxNik76S09Rbf+pkyZgvHjx4uvMzIyEBMTAxsbm1zVirHCFR8fD3t7e7x48QLm5uaaDoexYoGvm68TEeHTp08oU6aMpkP5zyjWiZQyFy5cwP79+/H48WNMnDgRjRo1wh9//AFvb2+4ubnlqix9fX04OTkhIiICqamp4jh+Uo8fPwYAODs7y21rYGAAAwMDmXnSNlXs62Nubs5fCIzlEl83Xx+uiSpaWtWPFABMnToVjRs3xvLly3Hs2DG8ffsWADBnzhy4u7tj0aJFuS7Ty8sLqampCttknTp1CoIg4Ntvv81n5IwxxhgrbrQqkTpw4AAWLFiA7777Dvv375dpbLdy5Uo4OTlhypQpOHr0aK7KHTx4MABg5syZSE1NFecHBATg4sWLaNOmDVejMsYYY/9BWpVIrVq1Ci4uLtiyZQtq1qwps6xnz564fPky7OzssHTp0lyV26BBAwwfPhwXL16Eu7s7Jk+ejIEDB6Jbt24oUaIEfv/994I8DFbEDAwMMHPmTLnbsIwx5fi6YSyTViVS169fR+vWrZUut7KyQs+ePXHnzp1cl71q1SqsWLECgiBg+fLlCAgIQJcuXXD58mVUrFgxP2GzXLhy5Qrc3Nywd+/eAikvNjYWBgYGmDVrFn8hMJYLSUlJfN0wBi1rbJ6SkgIdHR2V6+jp6SntykAViUSCMWPGYMyYMXkNjxWAxMRE3L17FzExMfkua/Xq1Zg+fTp27doFHx8ftbdbu3at0mUWFhbo3bt3vmNj7GvG1w5jWZAWqVmzJtWtW5eIiB4/fkyCIJC/v7+4/MuXL1SxYkXy8PDQVIgsn4KCgggArVmzJt9lvXnzhjw9PcnAwICuXbum9nYAlE4VK1YkIiJnZ2el6zg4OOQ7dsYUCQsLU3l+KpsGDBiQq/3wtcPY/2hVjdR3332Hn3/+GfPmzUP37t0B/K8X87CwMIwdOxYRERFYsmSJJsNkaoiJicGyZcvk5j979gwAcOTIEbx8+VJu+eDBg+Hk5CS+/vPPP/H06VOl+3F3d8e1a9fQp08fdOrUSel63bt3h6enJ4DMjmB9fHxgZWWF3bt3AwB69eqFd+/eISQkRNymfPny+O6772TK2bNnj8wDC4wVJFtbW0yaNEnt9YlI6ZPMfO0wpiZNZ3IFKTU1lVq3bk2CIJCVlRVJJBKqXLkylS1bliQSCQmCQM2bN6fU1FRNh8py8OjRozz9sg4KCpIpx8vLK0/lZJ82b94sU261atXIy8tLZj/Ozs7ia2dnZ5nlUm3btuVf1eyrkZqaqrRGiq8dxtSjVTVSurq6OHbsGFavXo21a9ciLi5O7DCzYsWKGDJkCCZMmABdXa06bK1UqVIlhWNFBQcHw9vbG2vWrMHw4cNzLCdr31/NmjVDq1atYGxsjLFjxyIjIwMdOnTAlClT8OHDB0ycOBF3797F77//juvXr8PLywsDBw5UWnZERASmT58u/l/RMEGMFVd87TCmJk1ncoUpMTGRXr16RfHx8TLzC6J9DdOM/LSR0tHRocGDBxMR0du3b2nixIkkCIL4y7ls2bIUEBBARJltOaTrKlKtWjW5X978q5p9DR4+fEjr16+n169f57iuqhqprPjaYUw5rej+4N69e/jjjz+wePFimV9RxsbGKFOmDMzMzAAADx48QKNGjTBq1CgNRcq+BuHh4Vi2bBl27NgBIoKlpSUkEgk+fvyIJ0+eqF2Ol5cXiAhEBC8vr0KMmDH1nT9/HkOHDkV4eHiBl83XDmPyivU9LiLCiBEjsH79epn57du3x8GDB8WG5mlpafj111+xYMECJCcn8zhEX7l///0X//77r8JlOTU2BwBXV1f06dNH4TIiwowZM7Bv3z64urpi8uTJGDRoECIjI9G/f3/89NNPKFWqlFpxpqenIyEhQfw/Y1+TNWvW5DiKAym4fa5qXb52GFNAU1VhBeGPP/4gQRDIxMSEBg4cSBMmTKDKlSuTRCKh5cuXExHRkydPyN3dXWxs3r17d7WqvJnmzJw5M1+NWzt27KiwXB0dHZn1dHR0ZCaJRCKznG9PsOJo8+bNBd79AV87jClXrGuktm7dCkNDQ1y+fBmurq4AgHnz5sHHxwdr1qxBp06d0KBBA7x9+xYODg5YtWoV2rRpo+GoWU5mzZqFWbNmycw7evQoOnToAHd3d9y4cQN169bFpUuXcOLECbRq1SrHMvv164f09HRMmzZNZv6yZctQvnx5hY9v16lTR2WZVapUwc8//wwAWLx4sdzykJAQsVY0KwcHhxzjZSy/goKCchxMPS0tDXp6eirX4WuHMdWKdSL16NEjdO7cWUyiAEBfXx/jx49Hx44d0b17d7x9+xY//PADli1bBmNjYw1Gy/IqMjIS33//PcqVK4cVK1agcePG6N+/Pz5//oyhQ4ciLCwMlpaWCrfNyMhARkYGHj9+jGrVqmHu3Lkyy9euXQtXV1csWLAg13GVLl0aQ4YMAQBs374dUVFR4rIRI0bg3bt3CrezsrLK9b4YKwy6urr4+PEj9PX15ZbxtcOYeop1IpWQkKBwnLsKFSoAyBx7b926dRg6dGhRh8YKyLNnz+Dt7Y0vX77g2LFjMDExAZA5ZM/q1avRtGlTtG3bFqdOnRKXZTV16lQsXLhQfK3oV27W9nTZDRs2TOWwFlnFxcVh8uTJ+OabbzB27FgxfgcHBxARHj16hCpVqqhVFmNFRdmPEL52GFNPsU6k0tPTYWhoKDdfOm/gwIGcRBVj165dQ5cuXRAdHY2jR4+ibt26MgNON2rUCH/++ScGDhyI1q1bY//+/ShZsqRMGc2bN4ehoSE2bNiAlJQUjBw5Umb5okWLYG9vj+7du+PixYv45ptvoKurCyLCvHnzVMYXHR2NqVOn4syZM7h06RLS0tKwatUq8ctDegvy8OHDuHjxIubPn481a9aIv8QZ+5o8evQIcXFxqF27NgC+dhhTm2abaOWPIAj066+/ys2XjrO3bds2DUTF8isjI4NWr15NBgYGVKJECZneyqVjiWXtR2rlypWkq6tLpUuXpsDAQIVl1q1bl6pVqyY338bGhjp27Ei3bt0iAwMDat++PaWmpor96wwbNkxm/ZMnT5K7uzvp6uqKjW7r1KlDdnZ2VLFiRbHX/NTUVPLw8CBra2uKj4+npKQk6tatG0kkEtq3b18BvEuMKSZtbJ69l/+crFy5kgDQ4cOHZebztcOYalrRj5Qy3Caq+AkLC0OjRo0wcuRIVKtWDVeuXMmxweyoUaPwzz//ICMjAy1atECHDh1w7949ldt8/vwZ4eHhSEtLw/3797F06VKYm5sjICAA48ePV7pd06ZN4ezsjDFjxiAgIAAxMTG4dOkSXFxcoKurK/aaP2PGDFy/fh0rVqyAmZkZDA0NsXPnTrRo0QIDBw4slD5+GMuPy5cvQxCEHBuK87XDmKxifWuPaZ9Pnz7h/v37WLBgQa6G8/Hy8kJ4eDgWLlyI33//Hffu3ZN5CCGrvn37YufOneLrpKQkGBgYoHnz5oiKisLKlSsxYsQIhdvq6uqKg60qs2TJEixYsABDhgxB3759xfl6enrYvn07qlevjv79++PChQvQ0dFR6/gYU5f0mnn06FGOP0Kkbty4gQMHDqBRo0Yq+4Lia4cxecU+kTpw4IA4np7Up0+fIAgCVq1apbBDOkEQsHHjxqIKkeVCgwYN8OrVqzyNvWVhYYF58+Zh0qRJKjtdXblyJVxcXFC1alW4ubmhUqVK4pfPr7/+iuTkZKxevRoAcnw0PLuNGzfi559/Rq9evRQ2tC1RogSWL1+OXr164a+//sKgQYNyVT5jOfH09IQgCPjhhx/www8/qL2dvr6+XLcj2fG1w5i8Yp9IXb9+HdevX1e4LCgoSOF8TqS+bqqSKGVPCGWVU8/1VlZWmDFjhsJlpUqVwoULF3DhwgXY2tqid+/eOe4vq8GDB8Pe3h4tW7ZUuk7Pnj3x4cMHfPfdd7kqmzF1VK1aFcePH8eJEyeQnJys1jZ2dnbo3Lkz3N3dVa7H1w5j8gSiXIwR8JX566+/8rztgAEDCjASVtSISK2kijHGGCtMxTqRYowxxhjTJK1+ao8xxhhjrDBxIsUYY4wxlkecSDHGGGOM5REnUowxxhhjecSJFGOMMcZYHnEixRhjjDGWR5xIMcYYY4zlESdSjDG1+Pn5QRAEGBsbIzY2Vul6p0+fRnBwsNz8vXv3IiwsTO39CYIAR0dHmXlRUVFYtWqVzLxZs2ZBEARs2bJF7bIZY6ygcCLFGMsREWHLli2wtLREUlKS0lEF1q5di+bNmyMyMlJm/uTJk8XhPdTl5+cHX19f8fXbt2/h7OyMffv2yazXtGlT+Pn5wcPDQ/0DYoyxAsKJFGMsRyEhIXj69CnGjx8PIyMjrFu3TuF6UVFRuZqvyvTp0zF69Gjx9efPnxEfHy+3XpMmTTB9+nTUqFEj1/tgjLH84kSKMZajTZs2AQDat2+P1q1b4/79+wgJCdFwVIwxpnmcSDHGVIqPj4e/vz9Kly6NmjVrol+/fgAyb+Nl9e2332L27NkAgIEDB0IQBAQHB8PR0VG8Fejt7Q1BEMRbf4IgoF27dti4cSNKly4NS0tLjBkzRlwmbSO1ZcsWODk5AcisHRMEAd9//z0A5W2knj9/jmHDhqF8+fLQ19dH6dKl0bdvX9y7d09mveDgYAiCgOXLl+PIkSNo0KABTExMYGVlhU6dOuH27dsF8j4yxrSTrqYDYIx93fbs2YPPnz9jxIgREAQBbdu2hbW1NQ4cOIB3797B1tYWADB48GBIJBIEBQWhS5cuqFWrFpycnODr64tNmzbhxo0bGDRoEJycnGBlZSWWf/36dQQGBqJ///7Q1dWFi4uLXAweHh6YMGECli5dCkdHRwwePBg1a9ZUGvO1a9fQokULxMbGomPHjnB1dcW9e/ewe/duHDx4EAcPHoSPj4/ccV69ehXt27eHt7c3Ll++jMOHDyM4OBh37txBuXLlCugdZYxpFWKMMRXq1atHAOjmzZvivJEjRxIAWrBggcy6M2fOJAC0efNmmfkDBgwgABQUFCQzHwABoKVLl8rtFwA5ODiIryMiIggAeXl5qdxneno6ValShQDQ3r17ZdY9deoU6ejokI2NDcXHxxMRUVBQkBhHQECAzPr9+/cnADR//nxlbw9j7D+Ob+0xxpR68OABQkND4ebmJlMD1L9/fwDAn3/+CSLK1z4EQcDAgQPzVUZW58+fx8OHD+Ht7Y3u3bvLLGvRogX69++PDx8+4MCBAzLLPD090a5dO5l5HTt2BAC5pxAZY0yKEynGmFLSRubfffedzPy6devCxcUFT58+xalTp/K1DysrK5lbffl18+ZNAJlP8ykinS9dT6pixYoKYwOA5OTkAouPMaZdOJFijCmUlpaGbdu2AQAmTZoEQRBkpgcPHgCQb3SeW2ZmZvmONau4uDgAQKlSpRQul85PTEyUmW9kZCS3riAIAJDvWjfGmPbixuaMMYVOnDiBqKgouLi4yDXMBjKTi1WrViEgIACvXr1C2bJlNRClPAsLCwDK+656/fo1AMDS0rKoQmKMaTFOpBhjCklv602ZMkVsE5VdZGQkjhw5gg0bNmDmzJliDU52yubnhrplSNtyKevn6vTp0wCAWrVq5TsmxhjjW3uMMTnv3r3DsWPHYGpqiq5duypdb+jQoQCADRs2ID09Hfr6+gAyeyHPStn83FC3jIYNG6JSpUoIDg7G1q1bZZZdunQJe/bsgY2NDdq3b5/nWBhjTIoTKcaYnG3btiE1NRXdunWDiYmJ0vVat26NsmXL4uXLlzh69KjYaebKlSsxY8YMsfNL6Xw/Pz/MmDEjT0PG2NrawsTEBDdv3sSECROwfft2hevp6Ohg586dsLKywoABA9CqVStMnToVAwYMgJeXFwwMDLBjxw6YmprmOgbGGMuOEynGmJzNmzcDgNh7uDI6OjoYNGgQgMxG5126dEH//v3x+vVrLFq0CJcuXQIADBs2DO3atUNYWBiWLFmCO3fu5DomXV1drFu3DmXLlsWKFSvEGBX55ptvcOvWLYwYMQL37t3DkiVLEBgYiN69e+PmzZsK23wxxlheCMSPozDGGGOM5QnXSDHGGGOM5REnUowxxhhjecSJFGOMMcZYHnEixRhjjDGWR5xIMcYYY4zlESdSjDHGGGN5xIkUY4wxxlgecSLFGGOMMZZHnEgxxhhjjOURJ1KMMcYYY3nEiRRjjDHGWB5xIsUYY4wxlkecSDHGGGOM5dH/AdfSmRAElfQnAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ],
      "image/png": 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maa9Vq1ZhwYIFKFCgQLrjJ1XjlGvXri19Zrm6uqJ27dooU6YM5syZA2NjY40lID6XVpI0Z84chISEaF22adOmae5/qqQz0zJ1/CmFjJ5uUx1yLlWqlChevLiwsLAQHh4ewsrKSsyePVsIkXzItmLFigKAUCgUonTp0uKrr74SJUqUkA6ZFSlSRDx9+lSsWrVKXLhwQQghhKOjowAgVqxYkWp9np6eonnz5gKAKFSokHB3dxdWVlZSf+PHj1eLU3V43dHRUW266nSPr6+vMDExEYaGhqJixYqiVKlSQqFQCACiaNGi4tmzZ2rLRUdHiyZNmkjrK126tHB3dxeGhoYCgGjfvr1Orx8ycJhX0+uh2q5mzZqJsmXLCgDC2dlZOuyreq127twpjIyMhImJiahUqZKwt7eX5vv6+qZa1+nTp0X+/PkFAKFUKoWrq6twcXERSqVSABBubm7iyZMnasucOnVKmJubCwDCyspKuLu7i3LlykmviYODg3j69KnG11/X023nzp0TBQoUkE5RlCtXTlSvXl0ULFhQ2i4vLy+RlJQkLRMdHS08PT2l96Grq6uoWrWqyJcvn3T6JiAgQGrfsWNHUaFCBbXDurVr1xbPnz9XiyUiIkIUL15cABBVq1YViYmJIi4uTpQvX14AEN98843W7Xj//r1o1KiRtI7ChQuLKlWqCEtLSwFAmJqaijVr1mTL9qtOhdjY2Ah3d3dhbGwsPDw8RIECBcSQIUN0ev2vX78u/a/79eundds07XOZsWPHDmFiYiIMDAzE33//Lb0vX716JZ0SACC+/fZb8e7du3T7S3m6LbMyc7pt+vTpAoAwMzMT3bt3FxcvXhRCCBEXFyd+/fVXoVAohLGxsdi/f79Op9vmzZsnTRs0aFC2nW4TQoiEhATRsWNHcfPmzXRPt126dEkAEMbGxgKAWLBgQZrxaxMVFSW8vb2lUzFFixYVAETfvn3Fp0+fREBAgPRaBQYGZmodn0t5uu3QoUNi7Nix4vXr15nuIyXV6dXKlSsLAKJFixYiKSlJXLp0KVUfe/bsEQDEL7/8kqF1fvjwQVhbWwulUikePnwohFA/3bZlyxZhaGgoFAqF2L59u07b8/PPPwsAYv369UIIIVq3bi0AiD59+ohSpUppfWzcuFEIIaR989atW2r9Xr16VZiZmanttyqq020lS5YU/fr10/r47rvvsnS6LdeTJNVGqb5A3r9/Lz59+iSEEKJLly7Suffg4GC15U+cOCF9IYwbN04UK1ZMesHSSpIACAsLC7F27VqRmJgohEh+s3Tq1EkAEIaGhmpv8PSSJADi66+/VvsSP3r0qPRF8PmXyNChQwUAUaBAAXHs2DFp+tOnT9X6zK0kCYAoVqyYOHPmjDRv8+bN0jylUik6duwowsPDhRDJH3z9+vWTPrBV/yshhHj58qWws7OTkr0XL15I8x48eCBatmwpAAgPDw8RHx8vzatataoAIH788Ue1sSKhoaFSAtenTx+1bcpMkhQXFyeN82nXrp14+/atNC8xMVHMmTNH2u4jR45I8+bNmyeA5PFDqg8TIYSIiYkRv/zyi5RAfPjwQZqX1piklPbu3Su1W7RokZg0aZIAIOzt7dXi+5yPj48AIEqUKKEWa0xMjJgxY4YwNDQURkZG4uzZs1neflWSBEDkz59f3LlzRwiRPFYhMjIyze1L6cmTJ9KYitxIkvz9/YWBgYEwMDAQixcvFu/evZPe0yqnTp2SxvU4ODhoHQOhoilJmjZtmto4Ek2PSpUqSe11TZJSPgwMDISJiUmqh+qHmeqR0SSpbdu2wt/fX/j7+4vatWtna5KUUnpJ0tatWwUA0bhxYwFAjBo1Kt0+U0pKShKbN2+W3t/Vq1cX7969E1FRUeKbb74RAETNmjVFRESEWLFihfQDrGfPniIiIkKndX1OleDcvXtXVK9eXQAQ5ubmwt/fXyQkJOjUh7YkqV27dsLJyUm8fPlSGlu3du1atbbr168XAMTYsWMzHPvAgQOFo6OjOHfunBBCPUlauHChMDc3F9OnT89wfyqfJ0mfPn0Sf/75p7h//36q93TKx9KlS4UQQrRq1UoAUPvej4yMlPZV1eusKUnK6ENWSZKmXw1xcXGiWLFiAoDYs2ePxj769OkjfSFbWVmJoUOHCiHST5JmzZqVqq9nz55J8/fv3y9NTy9Jsre3Fx8/fkzVX9++fQUAUaNGDWnaq1evpF9Kq1atSrVMRESEKFKkSK4nSSk/FFVKliwpbXdcXJzavJRfmpcvX5amjxw5UnoDp0yCVOLi4qQBgCl3cFNT01R9qezZs0e0bNlS/PHHH2rTM5MknTt3TlhaWgoTExMp6fuci4uLACDmzp0rTevfv78AIH766adU7WNjY0WzZs1Ejx491AYjZjRJEkKIHj16CADCzs5OSq61veeFEOLWrVtCoVAIQ0NDjb8ohRBi3LhxAoBo0qRJlrc/5f97xIgR6W6PJq9evZISXtU6VImGh4eHWkJRpkwZ6QeLpoQjrcGjQiT/4FAdLTYzMxPbtm0TQgiNSZIQyUlZ165dBQBhaWmptv9/TlOSNGzYsHQ/kE1MTKT2GU2Sjh49KipXrpzqofqisLKy0pqUtW3bNs2+c3rgdkofPnyQvuy1JUmqQdazZs0SAESrVq3S7FMlPDxczJs3Tzr6CiT/oEr5gyUpKUnax3799VchRPJrW6hQISk5XrNmTYYTms+lTHDi4+PFn3/+KQ24rlGjRqojyGn1kd7AbSGS92PVRQ/379+X+liyZIkAIKZNm5bh2F++fKn2w/Tzgdspf+jq4vMkSVeqsy0PHjyQpj18+FA0a9ZM+Pj4iKNHj2pNkjp06JBm3/fu3ctSkqSXgdtNmzZNNc3IyAhPnjzBx48fYWZmpnE5VaGyyMhI9OjRA+vXr4ePj0+669NUnt7e3h62trbpFkj7XJMmTTTWAVGVf0/Z1549exAXFwd7e3uNly3a2NigZ8+embpkNrMUCoXGirJFixbFw4cP0bx581TlD1LW70hZiGvz5s0AgAEDBmg8Z25kZISvv/4a8+fPx969e6XXoGzZsrhy5QoGDhyI3377DY0aNZIGH7Zo0SLbLmX29PTE+/fv8f79e40F3eLj46VLgFNW6C1btiyA5LE0Li4u6NixI4oUKQIAMDY2xv79+7MU159//omDBw/i2bNnAJIv7U1rmzdv3gwhBGrVqoWqVatqbNOmTRtMmDABQUFBiI6OhpmZWaa3PyVN+2p6goOD0apVK9y/fx8tW7ZE586d1W5BEhwcjI8fP6ZaLiEhQePYqg8fPmhcT1xcHObPn4/x48fj/fv3KFu2LNatW6f1dgUqqvEqxYsXx9SpU9GqVSts3bpV52J9q1evlmoOpWRra6s1Zm3u3LmDTZs24eeff0bPnj3V5p06dQp169ZF48aNsXXrVp36/VyrVq3g6ekJIPkWD+fPn9fYLjMlF4DkweDe3t5SbRxtVPPbtWuHiRMn4tKlS2m2v379OoYPH46goCBp0Le7uzsmT56M5s2bS+2SkpJw8OBBLF68GF5eXujevTuA5PpHN27cwMCBA7F582Z07doVf/zxB/z8/NK8pDw9hoaGGDJkCFq2bInvv/8e586dQ/Xq1bFv3z5UqFAh3eXTGlCsGp/j6emJkSNHYtKkSejVqxeOHz8O4H/fNZrKGPTp00enC0Ay8v/OyUK+qv9pyu8eZ2dn6bM2rfJCFy9e1Lgfqui6L35OL0mS6gtHEwsLC0RGRuLcuXO4ffs27t27h7t37+LatWt4/fo1gOQP0+LFi0OpVMLDw0P6gl6+fDlOnDgBILlIm4q2gbAWFhZ48+aNWuG19KTVF6BexE11g72yZctqrf9QrVq1DK87O9jZ2WmsiquKr1ChQqnmpUyAxP8PsPvw4YO0g8+ePVvrDqm64aHqyhwg+aqVFi1a4Ny5c2jRogXMzc1Ru3ZtNGrUCN7e3hqvYMgKKysrPHnyBBcuXEBwcDDu3r2L4OBg/Pvvv9KXdcqKsz/88AOWLFmCmzdv4scff8RPP/2E8uXLo1GjRmjevDkaNmyYpftM5cuXD6NHj8aPP/4IILkAWlr+/fdfAMmvobYaS6rB1wkJCQgJCVF7DXXd/pTS2le1xdGkSRM8fvwYjRo1wqZNm7Bjxw61Np9/aGXm6rajR4+iV69eePToERQKBQYMGIAZM2boVMhwypQpsLa2xpgxY/DNN99g79692X6rk/QIIZCYmIiwsDAsXLgQ4eHhqZIkFW3/I100a9YMgwcPBpA8oP/zJMnFxUW6+k0bTZWbgeT3aevWrfHo0SPY29urfQanlJiYiOPHj6NIkSJwcnKCp6cn9u3bh5s3b6J8+fIal3F1dZWuxPP29kafPn2kK99WrVqFu3fv4qeffsLgwYOxadMmDBs2DDNmzFDrw87ODps2bcLhw4cxYsQIXL16NUMFDjPCxcUFJ0+eRLdu3bBp0yY0atQIx48fT7c6ekhIiNar21IaO3Ys1q5dixMnTmDbtm1o166dVPRSU6V4e3v7DF2Jef/+fSQmJmaobU7U3Xv06BEcHR2lQeiZqU8YFhYm1UfKCXpJkiwtLTVOf/bsGYYOHYotW7aofSBYWVmhTp06+PDhA06ePAkA0sh/4H+j/E+dOoXTp08DgNqVWOmN/k/ZNj269KU66pLWm0vXonpZpe0onUpGL49OeeRB9SWelpSXGjdu3Bj//PMPpk+fju3bt+PDhw84dOgQDh06BF9fX3h6emLx4sWoXLlyhmJJy/nz5zFkyBCcO3dObbq9vT1at26Ns2fPpvpiNjMzw9mzZzF37lysWLECDx48wI0bN3Djxg3MmTMHtra2GD9+PAYNGpTpuFLuA9r2BxXVa/fixYt0qwGnbA9kbvu1xZkRpqamWLNmDebOnYvVq1en+37LrLJlyyI6OhoeHh5YsGABatSokal+Ro8ejVevXmH+/PkZruacnVauXKmWFAUGBiIwMFBj2127dqX5i1+pVGY6kXrx4gVMTEykz1ddrVy5EgMHDsSnT5/QrVs3tGvXDu3bt9fY9uTJkwgPD5cqXTdp0gT79u3Djh07tCZJxsbG2LVrFwwNDVGgQAEAybfraNq0KdatW4cDBw6gc+fOmD59Os6cOYOZM2dKV0Sn9PHjRzRu3BiXL19GUFBQtibFJiYmCAwMhKmpKVavXo1Tp05l6BYyGWFqago/Pz/07NkTEydORLt27aQj0ZpuozJhwoQM3eBVdVuSzF6FqUliYiJ27dqFmJgYjUUdg4ODsX37dmzduhX//vsvoqOjER0dDSBjV+p9rkOHDtJZDU3u378PFxcXnftV+WLueRAdHS1VGC1QoADGjRuHvXv3IjQ0FJGRkdi7d6/ar+igoCDpoXqTjBo1Spr2559/6mtTJKpTHO/fv9faJq15X7KUR6Nu374t1aDR9kh5JAkAKlasiNWrV+Pt27c4fvw4Jk6ciEaNGkGhUOD8+fNo1KiRzvfY+dz169fRoEEDnDt3DpUqVcKsWbNw/PhxvH79Gs+ePcO6deu0JrBWVlb49ddfcf/+fdy9exdLly5Ft27dUKBAAbx58waDBw/GunXrshRfRqle61GjRqX7OqtOy2V1+7OiXr162Lx5c44lSEByknfu3DlcvHgx0wmSyqxZs3Dx4kW93OfQxsYGrq6uUu0oKysruLq6qj1UNWbMzMzg6OgIR0dHODg4SH87OjrqfHosIiJCSrgHDhwIe3t7/PPPP9L8wMBAKbEODg7GqFGjpC+yz4WHh2P48OH49OkTRo8ejVWrVqV5RGDx4sUAkk+1Af+7J9mKFSvS/MFaqFAhKUFasWIFmjVrlurGsU5OTti+fTsMDQ0xfPhwtbIs27dvh4ODA7Zt2waFQoGGDRtm+rSiNgqFAsuXL8f27dvRp0+fbO27a9eu0rCIJ0+e4N69ewCg8XYm+rJ69Wo4OzujXbt20inUhIQEnDhxAiNGjICbmxvc3Nzg6+uLCxcuwNHREUDyrW2AzCVJOe2LKSa5ZcsW3Lt3DwYGBjhz5ozGWzKkPH/r5eUl/a0qVe/m5iZN1+XoUE5RnZO+evWq1jbXrl3LpWiyV758+aRD6jdv3tT6i+n69euIjo6Gs7Mz7OzskJiYiNDQUDx//hx16tSBsbEx6tWrh3r16uHXX3/F2bNnUa9ePbx9+xYnTpxAq1atMh3jnDlzEB0djTJlyuDChQsad0BN9Tdev34t/fqwtbWFi4sLXFxc0KdPH0RGRqJFixY4c+YMtm7dmqXxDBlVtmxZ7NixAzdv3tTa5t27d7h69SpKlCgBZ2dnGBgYZHr75SKzN4L+nEKhSHcckyYjR47ExIkTU02PiIjI0K0fgOREoV27djh8+DCaNGmCFi1aSHWRVFRjkho2bIjVq1ejZ8+eePv2LbZt2ybdi8vS0lJrTbKU1q5di+XLl+Pff/9FUlISgOQj3vXr15cStZcvX6J///4wNjbGkydP8NNPP+HgwYM4ceIEDh06lOroYoECBbBq1SqEhYWlOnLzuYcPH2LLli2wt7eXxkaWLl0atWvXxunTp7Fr1650C0j+888/GDx4MAwNDdGuXbtU41WqVauGAQMGYN68eQgMDMTQoUMBJJ/WjYmJQYcOHfDHH39g7Nix6b5emWFkZJQjxSsNDQ2xc+dOuLm5wdTUFHfv3oWRkVGq4qy5KSwsDOvXr8f27dsBJNcoUygUaNKkCZKSktC5c2ccOHBA7ei2vb09OnTogM6dO0s/6FQHC9K67Yw2W7ZsyfZkN6UvJklSjV2xtrbWmCA9f/4ce/fuBQDpXjZpyUibnNayZUsYGxsjLCwM+/fvVxtgCCQfPVu1apWeosu61q1bY/HixZg/fz7at2+f6o0aHR2Nli1b4vHjxxg+fDj8/f1x9uxZ6YajT58+TTXmxdPTE+bm5oiKikrzZocZoXpPlStXTmOCsHv3bunXdMr3S82aNfHgwQNMmzYNI0eOVFvGxsYG7u7uOHPmjFp8KcecJSUlZeuNadu0aYOpU6fiwIEDuHv3rsabRk+aNAkzZ85E0aJFERoaCgMDg0xvP2XM8+fPtY67yWiSpKuYmBiYmJjg1KlTqF+/Po4fP65xTIrK/v37MWTIEDx48AAApKNDLi4uEELg/v37WL16NTp16iQtM2TIEERERGD8+PEwMjLCzp070b17dwQGBqJ9+/bYt29fqjGWmi4G0WTEiBGIj49PVexz0KBBOH36NH777Te0atVK6/5z48YNtGzZEp8+fcLEiRO1jqUZNmwY7OzsMGTIEADJA38/fPiAPXv2oFOnThg3bhzMzMwwbNiwDMX9pVBduHHt2jV8+vQJ5cqVy7H3Wlri4+PRsmVLHD58WDogUaxYMfTs2RO9e/eGk5MTZsyYIZ3RKV26NNq2bYt27dqhZs2aqb4rIiIiYGlpmanPTUdHxzSLMb9//z5LFzx8MafbVEciIiIiMGfOHLUjQQcPHkTDhg2lbDMmJgZCCIwePRolS5aUxhL06tULSqUSSqUSTZo0yf2N+EzhwoWlQZI+Pj7SVQlA8hiA9u3by/qX/KhRo2BlZYVjx47Bx8dHrVL2s2fP0K5dOzx+/BgWFhb46aefAAC1atVCqVKlkJSUhC5duqgdDo+JiYGvry+ioqJgYWGhdrRQJTY2Fm/evEnzofpFrXpPHTp0SK1Kdnx8PBYvXqxWcTjlr3DVFZMTJ05MNYgyKCgIq1evBgC1K9JSXj32+PHjjL6EGVKjRg20atUK8fHx+Prrr3H27FlpXkJCAmbPno1Zs2YBAIYPHy59+WR2+yltM2bMSPeUZ8rXMzMJ6J49ezB79myMHDlSuvXDnj17ULRoUWzcuBEAcPPmzTSv6gGSx/vY2NigUKFC6Nq1K1asWIGwsDDcvXsXzZo1A6B+ZdPGjRuxYcMGlC5dGsOHDweQfApk9erVaN68OQ4dOpTqVhQZtXLlSmzduhVFihSRkheVb7/9FuXKlcO1a9dS3cJE5cSJE6hfvz5evnyJ9u3bS7eq0MTR0RHjxo2TvnQvXbqEAQMG4OHDhzh69CisrKwwatQoHDlyJFPbkl0aNWoknYJyc3PTeHNzTVSfS3Xr1s3J8LQyMjJCy5YtYWBgAG9vb+zcuROPHj3ChAkTpIHoQ4YMwezZs3Hz5k3cu3cP/v7+qFWrVqoEKSoqCp8+fdJ40VBGVKtWTbpRtKbHtGnTsraxmSockEJm6iRpkpCQIGrVqiW1sbe3F1WrVpUqAzs6OooJEyYIILna8KRJk6TaMarqzubm5qJIkSLCwMBArQ6INmnVE9JWJ0lb3Q9ty8XExKjdpNLFxUV4eHgIIyMjYWBgIFV2btSoUYZfv6zUSdJWsC+97VOt+/OaNQcOHBDW1tYCgDAyMhJVqlQR5cuXF0ZGRlLdmqNHj6otc/r0aanquZGRkXBzcxPu7u5SP4aGhmLDhg0a48vI488//xRCCPHo0SOp2KXqta9cubJUi6RBgwaiV69eqepvREdHizp16kjLFS1aVFSrVk2t8nvbtm3V6qx8+PBBKnZaqFAhUbVqVXH9+nWt/6OUdasy4u3bt6JmzZrSMk5OTqJatWpStXMAon///mrLZHb7U9ZJyo6bKauK3vXr10/89NNPqWr8pFcnydXVVWO19/Roq5Oki8xW3H79+rV4/vy5uHPnjsbX+HOHDh1Sa3PgwAGpAKK1tbWoXr266Nq1q5gwYYLYtGmTuHbtmnB3dxfu7u7ixYsXwtzcXOt2aru57+cVty9duiQsLS2FoaGhWlFSlXfv3gkHBwdhYGAgTp48meb2f15M8uTJk1JNMG21dA4ePCiA5Orxnxf5fPPmjfRe9/b2FrGxsdI81eerprprKqqKzrdv3xZCCLF9+3YBJBe61VV23uBW2yPl5+zRo0fFnj17pALGkZGRUhHNffv2ZToGITTf4DajkpKSMlQTKj3nz58XAETLli21tlF9/+mjTtIXkyQJkbwz+/v7iypVqghra2thZWUlatSoIf7880/x6dMnER4eLn1wODk5CTs7O3Hv3j0pKahbt64QIrlQZL169b6IJEmI5ARwwYIFolq1asLCwkJYWlqKxo0bi6CgIKnIm7e3t9Y4hfhykyQhhHj8+LEYNmyYKF++vLCwsBBGRkaiZMmSom/fvuLu3bsa+wsJCRGDBw8Wbm5uwszMTBgZGYkSJUqIbt26iWvXrmmNT5ckSQghnj9/LgYPHizKlCkjTE1Nha2trWjRooXYsmWLSEpKkj7MCxQooFaQLi4uTsyfP1/UqVNH5MuXTyiVSpEvXz5Rv359sXLlSrXbeKjs3btXVKpUSZiamgpLS8s0S/vrmiSpYlq2bJlo2LCh9OFWsGBB0axZM7F582aNy2Rm+3MySerQoUOG/48pH7rejkYI/SZJVapUSbUNU6ZM0dr+8yRJiOQiop/f5kjl5cuXwtbWVpQvX16t2KQuUiZJa9askX64LFu2TOsyR44cEUDy7YZiYmK0tkuZJB06dEjY2NgIAKJ3795pxjRgwAABJFeWDwsLU5t3/vx5MXr06FRFIFUJkJ2dncYEW1XM1NXVVW05X19fteKMGZWdSZK2itspP2cXLFggvYcsLCykHzlVq1bV+Dmki6wkSZlx+/ZtsWDBAnHy5Elx//59cffuXamQ5MyZM7UulzJJSvnZmdmH6jY/GZHlJElfzMzMxKBBg6Tnv/zyiyhdurT0/OPHj6Jo0aKpKjd/aVS3ucjKvaGIvmQpk6TcpM8kSVVRWqFQiMKFC4vvv/9evH//Xmt7TUlSelIe7bS0tFS7L1tGqJKkwMBA0aNHD2FoaCgWLVqU7nLt2rUTxsbG4sSJE1rbqJKkMWPGCAcHBwEkV9XWVJk/pbi4OOkHUYUKFTKUBJw5c0b6YajtUahQIXHw4MF0+8qInEyS2rZtKywsLNRe2xcvXoipU6eKNm3aCEdHR2FiYiLq1auXLT9gcjtJev36daozPQCEra2t1rsCCKGeJG3dujXd2wKl97hx40aGY/5iBm7rSqFQwM7OTnru4uKCkJAQfPr0Cebm5jA3N4e3tzcCAwMxbtw4vcR4//59eHl5oUyZMti1a5fGmjNBQUEAoLWSMhHJz+jRo+Hr65ujV91ktqbR5wwMDPD333/D19c3Q0UFp0+fjrFjx8LDwyPdtkZGRggICMDGjRsxb968dAcZGxkZYdeuXWjTpg369OmTodevZs2aGS5Cmh2yo6aQtj62bduWalrhwoUxatSoLK/zS2Bra4vBgwfj+PHjePjwIeLj41GjRg3Mnj1ba5HSz6muCM0tCiG+gGvlM6FMmTKoU6cO/v77bwDAkSNH0LRpU5w6dQo1a9YEAPz666/4888/pRoMuS0xMRFFixbFq1evMHjwYPj7+0uXOH748AG//vor5s6di0KFCuHOnTsZfpMQEeVl2X2FKFFmyfZdWKdOHWzZskUqWKWqc7JlyxYAgBACR44ckeqI6INSqcTcuXOhVCoxf/58FC5cGB4eHqhQoQIKFy6MuXPnIl++fFi7di0TJCKi/8cEib4Usj2SdOPGDXh6eiImJgYBAQHo1q0bGjVqhGPHjqF58+Z48eIFrl69iq5du2LlypV6jfXWrVuYP38+jh07hsePH8PAwAAlSpRAq1atMHDgQL0WAyMiIiLNZJskAcDp06cxatQojBw5Eq1bt8bt27fx9ddfS0X0ypQpg8OHD39RZduJiIhIHmSdJGny8eNHnDp1CkqlErVr187R+0cRERFR3pVnkqTw8HBYWFh8kTfIIyIiIvmRbQkAIPkWJiNHjsTmzZsRGRmJTZs2oX379qhfvz6++uorjB8/Hubm5nqLLykpCc+ePYOVlVWOXgpMRET/PUIIvH//HkWLFuVg9xwi2yTpw4cPqFOnDu7cuQMnJydERkZK8+7du4eTJ0/i2LFjCAoKgoWFhV5ifPbsGQdlExFRjnr8+DHH3uYQ2SZJ06dPR3BwMA4cOABHR0e1O6M/ePAAY8eOxaxZszBjxgz4+fnpJUbVTU8fP34Ma2trvcRARER5U1RUFBwcHNRusE3ZS7ZjksqVK4fSpUtj586dePDgAVxcXLB582a0b99eauPl5YW3b9/ixo0beokxKioKNjY2iIyMZJJERETZit8xOU+2JzFDQkJQqVKlNNvUrVsXISEhuRQRERER5SWyTZLMzc3x5s2bNNs8ffpUrwO3iYiISL5kmyR5enpi69at+PDhg8b5V69eRWBgoHQfNyIiIiJdyDZJ8vX1RXh4OBo0aIDDhw8DAJ48eYLDhw9j+PDhqF27NuLj4zFixAg9R0pERERyJNuB2wCwdu1a9O/fH58+fYIQQqpFJISAsbExFixYgN69e+stPg6qIyKinMLvmJwn6yQJAF69eoXVq1fj4sWLCA8Ph5WVFTw8PNCtWzeUKFFCr7Fl9xs4MRFQKrMhMKJswvckkf4wScp5skmSEhISYGgor7JOOfEG/v574PbtbOmKKEvKlgXWrtV3FET/XUyScp5sso7q1atjzZo1KF++vL5D0avbt4ErV/QdBRERUd4nm4Hb165dQ7Vq1eDv76/vUIiIiOg/QDZJ0syZM6FUKuHr64t69eohNDRU3yERERFRHiabJOmXX37BtWvXUK9ePZw6dQqVKlXC0qVL9R0WERER5VGySZIAoFSpUggKCsKiRYugVCrRv39/tGrVCi9evNB3aERERJTHyGbgdkp9+/aFt7c3Bg0ahO3bt6NChQqYMWMGSpYsqbF9vXr1cjlCIiIikjtZJkkAYG9vj61bt2Lp0qXo16+f1qKRCoUCCQkJuRwdERERyZ1sk6SkpCTMnDkTEyZMAAA4OzvDwcFBz1ER0ReHFS/pS8T3pSzIMkm6evUqevfujatXr0KpVGLs2LEYN24cjIyM9B0aEX1plEpWYaUvCyuxyoaskqS4uDj8/vvvmDFjBuLj41GpUiUEBASgSpUq+g6NiL5krMJKRJkgm6vbzpw5g8qVK2Pq1KkQQmDcuHG4dOkSEyQiIiLKEbI5klS3bl0IIVC5cmUEBASgcuXK+g6JiIiI8jDZHEkyNDSEn58fLl68yASJiIiIcpxsjiRduHAhU8lRdHQ0zMzMciAiIiIiystkcyTp8wSpZMmS+Ouvv9JcZvLkyShWrFhOhkVERER5lGySpM+FhoYiMjJS6/yYmBhcv34dMTExuRgVERER5RWySZImT54MpVIpPRQKBcaOHas2LeXDwsICGzduRPny5fUdOhEREcmQbMYkDR8+HDt37sTLly8BAGFhYbCxsYGNjU2qtgqFAsbGxnB2dsaUKVNyO1QiIiLKA2STJBkbG+PcuXPScwMDAwwfPhxjxozRY1RERESUV8kmSfpcSEgI8ufPr+8wiIiIKI+SbZLk6OgIAHj79i0KFiwoTV+9ejXOnTuH4sWLo3///kykiIiIKFNkmyQlJSWhf//+CAgIwJs3b2BtbY2JEyfCz88PQggAwLJly3Dp0iUmSkRERKQz2Vzd9rl58+Zh2bJlKFeuHKKjoxEbGwt/f3+YmppizZo1GD9+PEJDQzFt2jR9h0pEREQyJNsjSStXrkSVKlVw8eJFKJVK7N27F+/fv8fAgQPRpUsXAMClS5ewa9cuTJ06Vc/REhERkdzI9khSSEgImjdvDqVSCQA4dOgQFAoFmjZtKrWpXLkyHj16pK8QiYiISMZkmyQByeOSVA4ePAgDAwN4eXlJ0969ewdra2t9hEZEREQyJ9skqUyZMti/fz+SkpJw9epV3L59GzVq1JCKS759+xZbt26Fm5ubniMlIiIiOZJtkjRw4ED8+++/cHNzQ5MmTaBQKDBo0CAAQEBAAKpUqYKXL19K04iIiIh0IdskqXv37vj1118RHh4OpVKJCRMmoHPnzgCSb34bHh4Of39/dOjQQc+REhERkRwphKqoUB7y4sULWFtbw9zcXK9xREVFwcbGBpGRkdk2NsrDA7hyJVu6IsoSd3fg8mV9R5FB3HHoS5JNO09OfMeQOtkeSUpLkSJFpASJV7cRERFRZsi2ThIA7N+/Hxs3bsTz588RFxcnVdoWQiA+Ph7h4eG4d+8e4uPj9RwpERERyY1sk6Rt27ahY8eO0Ha2UKFQwMTEBDVr1szlyIiIiCgvkO3pNn9/fxgaGmL58uW4d+8eypUrh549e+L27dtYt24dXFxcUKtWLZw4cULfoRIREZEMyfZI0s2bN9GxY0f07NkTAFCnTh1cvHgRrq6ucHV1Re3ateHm5oZVq1bBx8dHz9ESERGR3Mj2SFJMTAzKlCkjPXd1dcXNmzeRmJgIAHBwcEC7du2wZMkSfYVIREREMibbJKlIkSIIDw+XnpcuXRrx8fG4ffu2NM3Z2RnXrl3TR3hEREQkc7JNkipWrIgdO3YgMjJSei6EwNGjR6U2t27dgqmpqb5CJCIiIhmTbZI0cOBAhIWFoVKlSjhy5AicnJzg6uqK8ePHw9/fH0OGDMGOHTvg7u6eqf4/fvwIPz8/lC1bFiYmJrC2toaXlxd27NiRzVtCREREXyLZJkktWrTAzJkz8ebNG7x58wYAMH36dHz8+BG+vr6YO3cujI2N8fvvv+vcd1RUFOrUqYM//vgDlpaW+Pnnn9G5c2dcvXoVbdu2hb+/f3ZvDhEREX1hZH9bkvfv3yMxMRH58uUDAFy5cgUbN26EUqnEd999h/Lly+vc5+jRozF16lQMGjQI8+bNg0KhAAA8efIE1atXx5s3b3Dv3j04OTml2Q9vS0J5GW9LQpRJvC2JbMi2BICKlZWV2nN3d/dMn2JTCQwMhEKhwKRJk6QECQCKFy+OAQMGwM/PD/v27cOAAQOytB4iIiL6csk+SUpLixYtcP78ebx9+1an5YYMGYLw8HDY2Nikmpc/f34AkAaMExERUd6Up5Ok9+/fIyIiQuflfvrpJ63ztm/fDgCoXLlyJqMiIiIiOZDtwG19WLp0KY4ePQoXFxc0bdpU3+EQERFRDsrTR5Ky06ZNmzBgwAAYGhpi2bJlUCqVqdrExsYiNjZWeh4VFZWbIRIREVE24pGkDFi6dCm6dOmCpKQkLF++HPXq1dPYbsqUKbCxsZEeDg4OuRwpERERZRcmSWlISkqCr68v+vbtC4VCgdWrV6d5s9zRo0cjMjJSejx+/DgXoyUiIqLsxNNtWsTFxaFr167YtGkT8uXLh02bNqFx48ZpLmNiYgITE5NcipCIiIhykmySpF69eum8zL179zK1rsTERHzzzTfYsWMHSpYsib1798LV1TVTfREREZE8ySZJCggIyNRyKYtBZtTEiROxY8cOODs74+TJkyhatGim1k1ERETyJZskacWKFbmynvDwcMyYMQMAULVqVfz9998a29WrV0/rAG4iIiKSP9kkSd27d8+V9Zw7dw4fPnwAAGzevBmbN2/W2M7Pz49JEhERUR4mmyRJF69fv0a+fPlgZGSk87ItWrSAzO/5S0RERNlA1iUA7ty5gyFDhiApKQkAcOvWLbi4uKBIkSIoWLAgZs+erd8AiYiISLZkmyRdv34dNWrUwLx586R6RD/88AMePHgAFxcXmJqaYtiwYTh06JCeIyUiIiI5km2SNHnyZMTFxWHDhg1wcHDA/fv3cfbsWVStWhV37tzBnTt3ULRoUfj7++s7VCIiIpIh2SZJZ86cwbfffotOnTrBwMAA+/btAwB069YNAFCgQAG0b98e169f12eYREREJFOyTZJevXqFEiVKSM8PHToEhUKB+vXrS9MsLS2lK9WIiIiIdCHbJMne3h4hISEAgJiYGAQFBcHW1haVKlWS2ly+fBnFixfXV4hEREQkY7ItAVC/fn0EBgaicePGuHjxIj5+/IgePXoAACIiIrBo0SIcPHgQP//8s34DJSIiIlmSbZL022+/YdeuXejZsyeEEChcuDB8fX0BAOPGjcOCBQtQsmRJjBgxQs+REhERkRzJNklycnLCzZs3ERgYCCMjI3zzzTcoUKAAgOSjTAUKFMDgwYNhZ2en50iJiIhIjmSbJAFAoUKF8OOPP6aa3qFDB3To0EEPEREREVFeIduB2yrr1q1D+/btUalSJRw8eBAA4Ovri7179+o5MiIiIpIz2SZJQgh8//336Nq1K7Zv346bN29Kl/svXrwY3t7eGDBggJ6jJCIiIrmSbZL0999/Y/369Rg3bhzOnDmjdlPa/fv3o0aNGliyZAlWr16txyiJiIhIrmSbJC1fvhzVq1fH77//nmpwtqenJ4KCglCqVCksWLBATxESERGRnMk2Sbpx44Zade3PGRsbo02bNggODs69oIiIiCjPkG2SJIRAXFxcmm0SEhKQmJiYSxERERFRXiLbJKl8+fI4dOiQ1vnv3r1DYGAgKlasmItRERERUV4h2yTphx9+wK1bt9C/f39ERkYCABQKBeLi4rB7927UqVMHL1++RJ8+ffQcKREREcmRbItJ9u7dGxcuXMCSJUuwfPlyKBQK9OrVC+/fv4cQAkII+Pj4oGfPnvoOlYiIiGRItkeSgOR6SLt27ULz5s1hZ2eHjx8/wsbGBg0bNsT69esREBCg7xCJiIhIpmR7JEmlZcuWaNmypb7DICIiojxG1keSiIiIiHKKrI8knThxAuvWrcOjR48QGxursY1CocCRI0dyOTIiIiKSO9kmSWvWrEH37t3VbkeiiUKhyKWIiIiIKC+RbZI0bdo0WFhYYMGCBahWrRqsra31HRIRERHlIbJNkh4+fIg+ffqgW7du+g6FiIiI8iDZDtwuXLiwvkMgIiKiPEy2SVKvXr2wYcMGvHr1St+hEBERUR4k29Nto0ePxs2bN1GhQgX06tULJUuWhKmpqca2Pj4+uRwdERERyZ1sk6Tbt2/j5MmTePPmDfz9/TW2EUJAoVAwSSIiIiKdyTZJ+uWXX/Ds2TPUrVsXnp6esLCw0HdIRERElIfINkk6f/48WrRogd27d+s7FCIiIsqDZDtwW6lUomLFivoOg4iIiPIo2SZJXl5eCAoK0ncYRERElEfJNkmaOXMmHj16hO7du+PKlSuIiYnRd0hERESUh8g2SerUqROMjIywZs0aVKtWDRYWFlAqlakehoayHXZFREREeiTbDCI8PBxKpRIlSpTQdyhERESUB8k2SQoNDdV3CERERJSHyfZ0GxEREVFOks2RpFWrVsHDwwMVKlSQnmcUK24TERGRrmSTJPXo0QMTJ06UkqQePXpAoVCkuQxvS0JERESZJZskyc/PD3Xr1pWe//bbb+kmSURERESZJaskKaXx48fn2ro7duyIS5cucbA4ERHRf4hsBm736tULe/bsyfX1Tp8+HVu2bMn19RIREZF+ySZJCggIwLVr13JtfbGxsfjxxx8xatSoXFsnERERfTlkkyTlpt27d6Ns2bKYP38+2rRpo+9wiIiISA+YJGmwbNkyfPjwAfPnz8f27dv1HQ4RERHpgWwGbuemIUOGYN26dTA3N9d3KERERKQnskqSli9fjsOHD+u0jEKhwJEjR3Rapn79+jq1JyIiorxHVklSSEgIQkJCdFomN2spxcbGIjY2VnoeFRWVa+smIiKi7CWrJKl3797o2rWrvsPQasqUKfj999/1HQYRERFlA1klSc7OzvDy8tJ3GFqNHj0aQ4cOlZ5HRUXBwcFBjxERERFRZskqSfrSmZiYwMTERN9hEBERUTZgCQAiIiIiDZgkEREREWkgm9NtISEhyJ8/v77DICIiov8I2SRJjo6O+g6BiIiI/kNke7rNwMAASqUyzYeRkRHy5cuHihUrYujQoQgPD8/UuoQQCA0Nzd4NICIioi+abJOkhg0bolixYhBCwMDAACVKlEDNmjVRrlw5GBoaQggBQ0NDGBgY4NatW5g9ezaqV6+OiIgIfYdOREREMiDbJGnatGkIDw9Hhw4dcP/+fYSEhODUqVO4fv06Xrx4AR8fHxgbG+PYsWN4//49/P39ERISgmnTpuk7dCIiIpIBhRBC6DuIzGjcuDEiIiJw6dIljfMTExNRtWpVFClSBPv37wcANG/eHGFhYbh161auxBgVFQUbGxtERkbC2to6W/r08ACuXMmWroiyxN0duHxZ31FkEHcc+pJk086TE98xpE62R5LOnTuHFi1aaJ2vVCrRtGlTnDp1Sprm4eGBsLCw3AiPiIiIZE62SZKxsTGePn2aZptHjx7B2NhYep6UlARTU9OcDo2IiIjyANkmSXXr1sXatWtx+PBhjfMPHjyIrVu3Svd6S0xMxIEDB+Di4pKbYRIREZFMyaZO0ucmTZqEI0eOoFmzZmjatCnq1KkDe3t7REZG4vTp09i5cyfMzMwwadIkCCHw1Vdf4d9//8W8efP0HToRERHJgGyTpAoVKuDYsWPo3bs3Dhw4gAMHDkChUEA1Dr1ixYpYsWIFypUrh0ePHuHatWvo0qUL+vXrp+fIiYiISA5kmyQBQLVq1XDt2jVcvHgRFy9exLt375AvXz5Uq1YNnp6eUruiRYsiPDyco/+JiIgow2SdJKlUr14d1atX1zrfyMgIRkZGuRgRERERyZ3sk6QLFy4gNDQUsbGx0FbyycfHJ5ejIiIiIrmTbZIUHh6OFi1a4OLFi1rbCCGgUCiYJBEREZHOZJskjRs3DhcuXICLiwuaN2+O/PnzQ6FQ6DssIiIiyiNkmyTt2LED5cuXx+XLlzneiIiIiLKdbItJvn37Fq1atWKCRERERDlCtkmSk5MT3r59q+8wiIiIKI+SbZLUu3dvbNq0CU+ePNF3KERERJQHyXZMUsOGDbF161ZUrVoVPXr0QMmSJWFmZqaxLa9uIyIiIl3JNkmqVq2adBsSf39/jVe2sQQAERERZZZsk6TffvuNl/wTERFRjpFtkjR+/Hh9h0BERER5mGwHbhMRERHlJNkcSWrYsCF69+6N77//XnqeEQqFAkeOHMnJ0IiIiCgPkk2SdOzYMTRu3FjteUZw3BIRERFlhmySpJCQEOTPn1/tOREREVFOkU2S5OjomOZzIiIiouwkmyRJGyEEXr9+jdjYWAghNLYpUaJELkdFREREcifbJEkIgZEjR2Lx4sX4+PGj1nYKhQIJCQm5GBkRERHlBbJNkqZPn46ZM2dCqVSiQoUKyJ8/PwdpExERUbaRbZK0cuVKFCxYEGfPnkXp0qX1HQ4RERHlMbItJvnw4UN07dqVCRIRERHlCNkmSba2tlAqlfoOg4iIiPIo2SZJbdq0wbZt2xAbG6vvUIiIiCgPku2YpIkTJ+L06dP4+uuvMXz4cJQqVQpmZmYa27IEABEREelKtklSqVKlEB8fj3///RfHjx/X2o4lAIiIiCgzZJskVapUiZf8ExERUY6RbZKU0RvcEhEREWWGbAduExEREeUk2RxJ+uOPP9CwYUPUqVNHep5Rv/32W06FRURERHmUbJKk8ePHw9DQUEqSxo8fD4VCofWmtioKhYJJEhEREelMNknSihUr4OHhofaciIiIKKfIJknq3r17ms+JiIiIslOeH7h98uTJTC0nhMCSJUtQpUoVmJmZwc7ODt9++y0ePHiQzRESERHRl0g2R5I0Wbx4MQIDA/H8+XPExcVJ45OEEIiPj0dERASio6ORmJioc99Dhw7F7NmzUbFiRfzyyy8ICwtDYGAgDh48iPPnz6NMmTLZvTlERET0BZFtkrRkyRIMHDgwzYHbxYoVQ/v27XXu++LFi5g9ezbq1KmDI0eOwNjYGADQqVMntG3bFj///DP27duX6diJiIjoyyfb022LFi2ChYUFjhw5gvj4eFSrVg0DBw5EdHQ0zpw5g1q1asHOzg7Lly/Xue+lS5cCSL6CTpUgAck31f3qq6+wf/9+PH36NNu2hYiIiL48sk2S7t69i2+//RYNGjSAUqmEp6cnjh07BhMTE9SoUQO7du1CaGgoFi5cqHPfQUFBMDY2Rt26dVPNa9q0KQBW/CYiIsrrZJskJSYmonjx4tLzMmXKIDg4GLGxsQCA/Pnzo127dli5cqVO/cbHxyMkJASOjo5qR5FU3NzcACQnaURERJR3yTZJKlq0KF68eCE9d3FxQVJSEm7evClNs7e3x507d3TqNyIiAomJiShYsKDG+fny5QMAvH37VvegiYiISDZkO3C7atWq2Lp1K8aMGQMHBwdUrlwZQgjs27dPKjp54cIFWFtb69RvTEwMAGg8igQAZmZmAIDo6OhU82JjY6UjWQAQGRkJAIiKitIphrSULg1k4mI9omxXujSQjW/tnMUdh74k2bTzqL5b0rvzBGWBkKkzZ84IQ0NDYWVlJbZt2yaEEKJ69erCxMREDBw4ULRp00YYGBiIdu3a6dTvq1evBABRvXp1jfP37t0rAIhBgwalmufn5ycA8MEHH3zwwUeuPR4/fqzzdyhljGyPJNWsWRPr16/HsGHDpDpIs2fPRosWLaTB2ra2tpg0aZJO/drY2MDAwEA6CvQ51Wk2TafjRo8ejaFDh0rPk5KSEB4ejoIFC0KhUOgUB+WcqKgoODg44PHjxzofaST6r+J+8+URQuD9+/coWrSovkPJs2SbJAFAx44d0aFDB8TFxQEAatWqhZs3b2L37t1QKpXw9vZG4cKFderT2NgYzs7OCAkJQXx8PIyMjNTm379/HwDg6uqaalkTExOYmJioTVONYaIvj7W1NT/siXTE/ebLYmNjo+8Q8jTZDtzu0KED/Pz8oFAo1BKTYsWKoV+/fujTp4/OCZKKl5cX4uPjNV7mf/DgQSgUCtSvXz+TkRMREZEcyDZJOnToED58+JAjfffu3RsA4Ofnh/j4eGn6rl27cPbsWbRo0YKHN4mIiPI42Z5us7Ozw/Pnz3Ok71q1aqF///5YtGgRqlSpAm9vb7x8+RLr1q2Dra0t5syZkyPrpdxhYmICPz+/VKdGiUg77jf0X6QQQp7XDu7ZswfffPMN+vbti169eqFkyZKwsLDItv6TkpKwYMECLF68GPfv34elpSWaNGmCyZMnw9nZOdvWQ2m7ePEievbsid9++w3ffPNNlvuLiIjgODGiTOC+Q/9Fsk2SKlWqhOfPnyM8PDzNdgqFAgkJCbkUFWW3Y8eOoUGDBli4cCH69++fpb7++usvjB07FuvXr0ezZs0yvNyiRYu0zrOxscF3332XpbiIvnTcd+i/SrZJkpOTU4Yvqw8JCcnhaCinZGeS9OLFC7Rq1Qo3btzAmTNnpKKj6UnrfVaqVCncv38fbm5uCA4O1tjG0dERoaGhmQmZKE03btxAxYoVdV6ue/fuCAgIyHB77jv0XyWbMUknTpyAs7MzHBwcAIA7Th4THh6OWbNmpZr+6NEjAMDOnTvx5MmTVPN79+6tdvpzyZIlePjwodb1VKlSBf/88w+6dOmCtm3bam3XqVMnVK1aFUBykt2sWTPkz58fGzZsAAB07twZr1+/xvHjx6VlSpQogW7duqn1ExgYqDb4nyg72dnZYdSoURluL4TA9OnTNc7jvkOkgf7qWOrGwMBATJo0Sd9hUA65d+9epirNBgUFqfXj5eWVLRVsV6xYodZv+fLlhZeXl9p6XF1dpeeurq5q81VatmwpHB0ds++FIsqC+Ph4AUB079491TzuO0SpyeZIkpDnWUHKoNKlS2v8H+t6ui1lbatGjRqhefPmMDc3x88//4ykpCS0bt0ao0ePxtu3bzFy5EjcvHkTc+bMweXLl+Hl5YWePXtq7TskJARjx46V/lbdx48oL+C+Q5SabJIkIl0dP34czs7OWLZsGb755hvMmDED/v7+2LFjB4DkwqO7du1Cq1atoFAoYGhomOYHfVhYmNptbjRVXSfKbffu3cPx48fRsmVL2NvbZ0uf3HeIksm2mCRRRgUHB2PWrFlYu3YthBDIly8fDAwM8O7dOzx48CDD/Xh5eUEIASEEvLy8cjBioow7ffo0fvjhB62Dn7OC+w7918nqSNKVK1ewatUqnZfz8fHJgWgouxw9ehRHjx7VOC+9gdsAUK5cOXTp0kXjPCEExo0bh02bNqFcuXLw9fVFr169EBoaCh8fHwwZMgRFihTJUJyJiYlSlXfVTZWJvhQLFy7E7t2702yjy7AF7jtEkM/AbYVCIQwMDDL1oC+bn59flgaKtmnTRmO/SqVSrZ1SqVR7GBgYqM3v3bu31hjLly+far0cfEpfghUrVui8z2gauJ0S9x2iZLI6klSlShVUqlRJ32FQNhs/fjzGjx+vNm337t1o3bo1qlSpgitXrsDT0xPnz5/Hvn370Lx583T77Nq1KxITE/Hrr7+qTZ81axZKlCih8RLmr776Ks0+y5QpgxEjRgAA/P39U80/fvy4xrowjo6O6cZLlFVBQUHp3ng7ISEBRkZGabbhvkP0P7JKkjp06IAxY8boOwzKYaGhoejRoweKFy+OuXPnom7duvDx8cGnT5/www8/4Pr161pvj5CUlISkpCTcv38f5cuXx8SJE9XmL1q0COXKlcPUqVN1jsve3h59+vQBAKxZswYvXryQ5g0YMACvX7/WuFz+/Pl1XhdRTjA0NMS7d+9gbGycah73HaLUZJUkUd736NEjNGjQADExMdizZ490Pz4DAwP89ddfaNiwIVq2bImDBw9qvFffmDFjMG3aNOm5pl+n27Zt01oJuF+/fmneSiGlyMhI+Pr6onr16vj555+l+B0dHSGEwL1791CmTJkM9UWUW7T9wOC+Q5QakyT6Yvzzzz9o3749Xr58id27d8PT0xM3btyQ5tepUwdLlixBz5498fXXX2Pz5s0oVKiQWh+NGzeGqakpli1bhri4OAwcOFBt/vTp0+Hg4IBOnTrh7NmzqF69OgwNDSGEwOTJk9OM7+XLlxgzZgxOnDiB8+fPIyEhAQsWLJC+GFSnBXfs2IGzZ89iypQpWLhwofQLmuhLcu/ePURGRqJatWoAuO8QaaTfIVEZp1AoWHE7j0pKShJ//fWXMDExEba2tmpVtK9fvy4AiIULF0rT5s+fLwwNDYW9vb04dOiQxj49PT1F+fLlU00vWLCgaNOmjbh27ZowMTER3t7eIj4+XqpE3K9fP7X2Bw4cEFWqVBGGhobSANavvvpKFC5cWJQqVUrEx8cLIZIrGXt4eIgCBQqIqKgoER0dLTp27CgMDAzEpk2bsuFVItJMNXD78+rz6Zk/f74AIHbs2KE2nfsO0f/Ipk6Sn58f6tWrp+8wKJtdv34dderUwcCBA1G+fHlcvHgx3cGngwYNwuHDh5GUlIQmTZqgdevWuHXrVprLfPr0CcHBwUhISMDt27cxc+ZMWFtbY9euXRg6dKjW5Ro2bAhXV1f8+OOP2LVrF8LDw3H+/Hm4ubnB0NAQhobJB2PHjRuHy5cvY+7cubCysoKpqSnWrVuHJk2aoGfPnjlSw4YoKy5cuACFQpHuoGvuO/Sfpu8sjf7bTp8+LfLnzy+mTp0q/bJMSdORJJWIiAgxevRoYW5unuoXZ8pfw126dFG7/NjY2FhUrFhRfPfdd6JBgwZCoVCIW7duafw1rE3K+0/5+/sLAKJPnz6p2r1+/VoUKVJEfPXVVyIhISFDfRPpYvXq1QKAWLJkSYaXuXz5srC0tBR169ZNNY/7DtH/cEwS6VWtWrXw9OnTTN3LycbGBpMnT8aoUaNgY2Ojtd38+fPh5uaGsmXLokKFCihdurT0K3bSpEmIjY3FX3/9BQDpXh79ueXLl2PEiBHo3LmzxkGrtra2mD17Njp37oyVK1eiV69eOvVPlJ6qVatCoVCgb9++6Nu3b4aXMzY2TlV643Pcd+i/jkkS6V1aCZK2K2lSSitBApIvIx43bpzGeUWKFMGZM2dw5swZ2NnZ4bvvvkt3fSn17t0bDg4OaNq0qdY23377Ld6+fYtu3brp1DdRRpQtWxZ79+7Fvn37EBsbm6FlChcujHbt2qFKlSpptuO+Q/91CiF0qFNPpCdCiAwlTERERNlFNgO36b+NCRIREeU2JklEREREGjBJIiIiItKASRIRERGRBkySiIiIiDRgkkRERESkAZMkIiIiIg2YJBERERFpwCSJiDSaMGECFAoFzM3NERERobXdkSNHcOzYsVTTN27ciOvXr2d4fQqFAk5OTmrTXrx4gQULFqhNGz9+PBQKBQICAjLcNxFRZjBJIqJUhBAICAhAvnz5EB0djZUrV2pst2jRIjRu3BihoaFq0319faVbSmTUhAkTMHz4cOn5q1ev4Orqik2bNqm1a9iwISZMmAAPD4+MbxARUSYwSSKiVI4fP46HDx9i6NChMDMzw+LFizW2e/HihU7T0zJ27FgMHjxYev7p0ydERUWlalevXj2MHTsWlSpV0nkdRES6YJJERKn8/fffAABvb298/fXXuH37No4fP67nqIiIcheTJCJSExUVhS1btsDe3h6VK1dG165dASSfWkupfv36+P333wEAPXv2hEKhwLFjx+Dk5CSdnmvQoAEUCoV0Ok6hUKBVq1ZYvnw57O3tkS9fPvz444/SPNWYpICAADg7OwNIPqqlUCjQo0cPANrHJIWFhaFfv34oUaIEjI2NYW9vj++//x63bt1Sa3fs2DEoFArMnj0bO3fuRK1atWBhYYH8+fOjbdu2+Pfff7PldSQi+TPUdwBE9GUJDAzEp0+fMGDAACgUCrRs2RIFChTA1q1b8fr1a9jZ2QEAevfuDQMDAwQFBaF9+/Zwd3eHs7Mzhg8fjr///htXrlxBr1694OzsjPz580v9X758GYcOHYKPjw8MDQ3h5uaWKgYPDw8MGzYMM2fOhJOTE3r37o3KlStrjfmff/5BkyZNEBERgTZt2qBcuXK4desWNmzYgG3btmHbtm1o1qxZqu28dOkSvL290aBBA1y4cAE7duzAsWPHcOPGDRQvXjybXlEiki1BRJRCjRo1BABx9epVadrAgQMFADF16lS1tn5+fgKAWLFihdr07t27CwAiKChIbToAAUDMnDkz1XoBCEdHR+l5SEiIACC8vLzSXGdiYqIoU6aMACA2btyo1vbgwYNCqVSKggULiqioKCGEEEFBQVIcu3btUmvv4+MjAIgpU6Zoe3mI6D+Ep9uISHLnzh2cO3cOFSpUUDty4+PjAwBYsmQJhBBZWodCoUDPnj2z1EdKp0+fxt27d9GgQQN06tRJbV6TJk3g4+ODt2/fYuvWrWrzqlatilatWqlNa9OmDQCkulqPiP6bmCQRkUQ1YLtbt25q0z09PeHm5oaHDx/i4MGDWVpH/vz51U6/ZdXVq1cBJF/1polquqqdSqlSpTTGBgCxsbHZFh8RyReTJCICACQkJGD16tUAgFGjRkGhUKg97ty5AyD1AG5dWVlZZTnWlCIjIwEARYoU0ThfNf3jx49q083MzFK1VSgUAJDlo2VElDdw4DYRAQD27duHFy9ewM3NLdUgZyA5cViwYAF27dqFp0+folixYnqIMjUbGxsA2mszPXv2DACQL1++3AqJiPIIJklEBOB/p9pGjx4tjUH6XGhoKHbu3Illy5bBz89POvLyOW3TdZHRPlRjp7TVcTpy5AgAwN3dPcsxEdF/C0+3ERFev36NPXv2wNLSEh06dNDa7ocffgAALFu2DImJiTA2NgaQXB07JW3TdZHRPmrXro3SpUvj2LFjWLVqldq88+fPIzAwEAULFoS3t3emYyGi/yYmSUSE1atXIz4+Hh07doSFhYXWdl9//TWKFSuGJ0+eYPfu3VLBx/nz52PcuHFS4UbV9AkTJmDcuHGZuk2JnZ0dLCwscPXqVQwbNgxr1qzR2E6pVGLdunXInz8/unfvjubNm2PMmDHo3r07vLy8YGJigrVr18LS0lLnGIjov41JEhFhxYoVACBVtdZGqVSiV69eAJIHcLdv3x4+Pj549uwZpk+fjvPnzwMA+vXrh1atWuH69euYMWMGbty4oXNMhoaGWLx4MYoVK4a5c+dKMWpSvXp1XLt2DQMGDMCtW7cwY8YMHDp0CN999x2uXr2qcYwVEVF6FIKXcRARERGlwiNJRERERBowSSIiIiLSgEkSERERkQZMkoiIiIg0YJJEREREpAGTJCIiIiINmCQRERERacAkiYiIiEgDJklEREREGjBJIiIiItKASRIRERGRBkySiIiIiDRgkkRERESkwf8Bk+R+9x1EAYwAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ],
      "image/png": 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szpw5AoDo0KGDEEKI6OhoYWhoKACIp0+fKi3r4+MjAIiRI0cqzZfL5WLQoEFSAw0HBwdRo0YN4ejoKM3r2LGjSEhIUFpP0ahJ0WCofPnywsnJSVSpUkUIob7x4dixYwUAYWZmJg4ePKhUpq/Gh3Xr1hXVq1eX5levXl3UrVtXTJs2TVpv586dwszMTAAQJiYmonz58qJ48eJCJpMJAKJOnTppGpOlbHyoyYwZMwQA0bBhwzRloaGholixYgKAMDQ0FC4uLqJmzZpK37eLi4v4+PGj0nqKstSNrRTfJwBhb28vqlWrJipWrCiMjY0FACGTycSqVatUfo7WrVsLNzc3AUAUKVJEVK5cWZibm0vrrV27Nk38u3fvFnny5BEAhLm5uahataooVaqUFIOXl5dITEyUlk9MTBRdunSRyvPmzSvc3NyEnZ2d9B3MnDlT4/epyerVq6W61TXg27dvX4Z/V+oovm97e3sxe/ZsqXHVpUuXRJUqVQQAYWRkJKZOnZqmMZYqWd34MKWhQ4cKAGLjxo2idevWAoAoWLCgGDNmjHj27JkQQojIyEipgVXp0qXFihUrBAAxdOhQjXVnZeNDhRs3boj+/fuLd+/epdv4ULFvNDExEQDEnTt3NMavTmhoqChTpowUt5mZmTAzMxOLFy8WQgjRq1cvaftJ+dl1lbrx4fz588WKFStEfHy8znWkpGiormjMN2vWLPHlyxeVsf/+++8CgNizZ49W73vq1CkBQJQqVUokJSWlaXw4fPhwaR+Q0UaZKRsfxsXFicKFCwsDAwMxcOBAUapUKbWT4jhoa2sr8ufPn6be5cuXKzVQXLZsmVTm5+cnAAh3d3fRr18/tZPidzt+/PgMfSYFnRIDIYTw8vJS+cYNGzYUAJR2/HXq1BEAxPLly5WWVRyMjhw5ojRf8eFNTEzEihUrlHZmW7duFZaWlgKA8PX1VVovZWvnrVu3SvMVOwFVicGECRMEAGFhYSGOHTuW5nPqs1eCpt4Kd+/elZKCAQMGKCUA169fF7Vr1xYARKtWrZTW05QYJCQkiPDwcDF//nxhZmYmSpQoIe1sU1L8f+rUqSNevHihVLZjxw5hYGAgAIjVq1crlalKDI4cOSIdXNesWaP0v4uIiBCNGjUSAETRokXVfo78+fOLQ4cOSWVv374V9erVkw5+X79+lcoePHgg/R5+/fVXERcXpxSLIqmYPXu2NP8///mPACDs7OyUfidfv34Va9eulerbvn17mu8qPcePH5f+j1mdGHz48EF06tRJ2rFduHBB7Nq1S2nHJ5fLxerVq6VEvl69eiIyMlJjvaoSg59++kk4OztrnH799Vdp+YwmBiknIyMjYWpqmmZKvZy2icGIESPE7NmzxezZs0XBggX1mhiklF5iMGTIEAFANG7cWAAQAQEB6daZ0sePH8WsWbOkJLhfv35CLpeL0NBQUalSJQFADBo0SHz9+lX069dPOtmZM2eOVgmhOikP6o8ePRJ58+YVAESxYsXE/v37M1xHaor/bZcuXUSjRo3Ep0+fhKurq7C2tk7zvSs+l6p9tTrly5cX7u7uIjIyUikxiI+PF/379xdmZmbi1KlTWtenkLpXQnh4uFi3bp3SvkzVFBoaKoQQwtLSUjg6OirVeeXKFWFqaioMDAxE1apV1SYG2k7ZnhjMnz9f2tEoxMXFSdlwygPQpEmTBADRrl07aZ7iIGlubi4+f/4szf/w4YOwsbERAMScOXNUvvfmzZulHciTJ0+k+YrEoEaNGirXS50YKA4QlpaW4uTJkyrXya7E4OeffxYARNu2bVXWGRUVJX0vZ8+elean9yNUTKampuLAgQNp6n3+/LmwtbXVeAaj2JENHz5cab6qxOC3334TRkZG0hWj1M6cOSOtlzL5Sfk5VHXNOXfunFR+//59ab7iylK5cuVUdnedOnWqAJKvHgkhxLt376RkQd1Zh+KMv0yZMirL1QkODhaWlpZCJpNJVyw2b94sbt++neYgWqRIEQFAWFtbqzzIpr46k9r58+els8bixYtLO9DUiYHCw4cPRbVq1QQAUbZsWfH48WO1datKDBTrapo8PT2l5bVNDGbNmiUqV66cZlIcwAsUKKA2EZk+fbrGuhWJgapJ34nBgwcPRPHixTUmBk2bNhUAxLx58zTu31J7+PChGDt2rMifP790sF+4cKHS7z0qKkpUqVJFyGQy6URrwYIF0lW6OnXqiDNnzmj1fqmlPqi/e/dO9O/fX7qS2adPnzRXb9XVYWRklOb/qKhHCCEl/XPnzhVAcpfulFcmFFf6Lly4oHX84eHh0t+quiu+fv1a67pSUtddUVvGxsZpTpCOHTsmXF1dxcqVK6VtSFVi8N///ldj3StXrsyZxODmzZvSj/TLly9CiP/tlFxdXZWWDQ4OFgCEra2tlLmuW7cuzc5ECCEOHTokgOSrBR8+fFD53nK5XBQuXFgAEEuXLpXmKxIDdV9GysRg8uTJ0gHz3Llzaj9ndiQG8fHx0sHqxIkTautVXE5N+fk0jWNQq1YtUapUKelWDgDRrVs3pTNuBXX93ZOSkkTbtm0FANG7d2+lMlWJgRDJG/enT59U1nf16lVpvZTJo+JzGBsbS7+nlD58+CCtlzIxUhxAUm48KcXExIjbt29LdW7YsEEAyWc76kRGRqbJ7tOzZ88e6UzOz89POrPZvHmzuHTpUoayfABKVz5Sevv2rejbt690FadVq1ZK44moSwyESE7cFUleoUKFxKNHj1S+h6bEQNUVJ8XONqOJwd69e8XAgQPF6dOn05RNmTJFABALFy5Uu356FImBr6+vmDJlipgyZYp0cE2dGKQ3aUoMzp8/LxwcHNRuDwp58+YVTk5O4saNGwKA6NSpk8b4/f39pbNGIPlWmre3d5pYoqOjxZkzZ8STJ0/S3Aq9du2adDtJ8bvIyEFVCPVn+wEBAdL2V69ePRETE5NuHZqmlORyuXB3dxcAxH/+8x9pvuJ/mvLkQCHl7UN9TapuXSpkNjGQyWSiZMmSass1JQY1atQQXbt2VTsprjDrmhjo3Fy5YsWKKFiwIF6/fo1Lly7B3d1d6o2QeijMGjVqwM7ODu/fv8eNGzfg5uYmNTxM3RtB0WLVxcVFatyRmkwmQ9WqVfHixQs8ePAgTXl6rXovXLggvX98fLxOw7bqU2hoqNToaMyYMWpbzyo+q6rPDKgfxyAyMhKTJ0/G4sWLsWHDBjg7O2PcuHFKy1hZWSEiIgLnz5/H/fv3ERoaipCQENy4cUNqTa3t6FmGhoYwMTHB5cuXcevWLTx48AChoaG4ffu2Uuyq6suXL5/KhkUpfwuJiYkAkhsiKRp0lS9fXmUs1tbWSmU3b94EkNxrQJtGgQ8ePEi3X/itW7fQtm1byOVyjBs3DmPGjFEao6J69eppxkzXpVfCwoULMWHCBHz48AGWlpaYOXMmBg4cqNW6QHJX4wMHDqB9+/bYt2+f1LuoUKFCWtehD3K5HHK5HOfPn8fSpUtRsWJFtf+LDI/YpkLfvn2lIW63bNmi9DAaU1NTrXpdqGvstmXLFvTq1QufP3+Go6Oj1MsqtWvXriEqKgqenp4oX748LC0tceLECQgh1I7fUr16dYSFhcHW1hbt27fHoEGDpJFhJ0+eDBMTE/j6+qJq1ap49uwZtm7dmqb7eJUqVXD58mWsWLECf/75J06ePCltP5nVrFkzXLx4Ec2bN8epU6fQvHlzHD58WONomk5OTkrjWADKvRIUZDIZli9fjkqVKmH27Nno168fChUqpDSiZ2qlSpVKtwdOQkICwsLCYGFhgaJFi6b7GVV1Acys8PBwODo6Qgih85gSly5d0ksjaXUy9ayEhg0bYtOmTTh9+rRSYpC6T6+hoSEaNWqE7du3IygoCG5ubtKQkakTA0UvB2tra43vrThQqHqSmaYfJpDc3ztv3ryoXbs2Dh48iL59++LOnTsau6lkpejoaOnvixcvZmh5bdjb22PRokW4desWTp48iYULFyolBiEhIRg6dCiOHDmidADLly8fGjZsiMePH+PGjRtavZcQAnPnzsXs2bOVdsCGhoaoWLEievTogbVr16pdX5vWxooYIyMjpXmpB09RR/HdRUdH4+zZs1ovr0nFihUxa9YsxMXFYdKkSVrFoQtXV1d8+vQJ7du3x/z583UaBMnExARbt25Fo0aN8PjxY7x+/TrbE4NevXph/fr10usBAwaofRbCiBEj1A6nDkDt0LbauH//PpydndMdK0CVhIQEjBkzBvPnz4eBgQEWL16MsLAwzJ07V+Xyip5Unp6eMDQ0RMOGDbF3714EBwejTp06KtcpXrw4rly5gsKFC8PExATR0dG4ePEiatasCT8/P1haWmLs2LFYvHgxWrduja5du+LcuXNphpX/8uULBgwYgB49euDatWtq308XRYsWxenTp1GvXj3cunULoaGhcHNz00vdrq6u8PHxwfr16zF37lzMnTsXL1++hJGRkcrEQFOvJQXFkMg//PCDzr8bVeLi4rBhwwbUqlUL1atXVyqTy+UIDg7G7t27sWPHDpQtWxbbtm0DoN3+TpX//ve/GDx4sNryVatWZfjhZSll6rHLikEjzpw5g/v37+PZs2cwMzNDvXr10iyrSBbOnDmD169f49GjRyhUqFCah1UoRmpTnKWq8/z5cwDQ2JdTnbx58yIwMBCbNm1CoUKF8OrVKwwbNizD9ehLyrPhz58/QyTf4lE7KZ5BkREymUwaR+Lt27fSVZLXr1/D3d0dhw8fRvHixTF9+nQcPXoUL168QGRkJHbu3Kn2QSeqTJw4Eb///jsiIyPRpUsX/P3337h+/To+fPiAa9euYcyYMRmOXZ2U39uHDx8ytE7Hjh3T/Z6FEFIf5fSMGDEiS5MCIHl00JCQEPj7++s8MiKQPMbB/v37ceHCBVStWlWPEWrH0dERzs7O0s69QIECcHZ2VpoUD3yxs7ODk5MTihYtCicnJ2nSNhFM6dmzZ9KJRPny5VGuXDkkJSVJ5bNnz5YeBbxv3z6NT/ULDg7GggULYG5ujh07dmDQoEFql01KSsKaNWtgZGSEVq1aAQBat24NAFi9erXGmFOOwTB06FDUqVMnzZXB5s2bY/bs2fj8+TN69eqllNyPHj0alStXxr1792Bubq7XpEDBzs4OAQEBOHr0qN6SAoVRo0YBAE6dOoWYmBhERESgUKFCuWqU3BEjRqBQoUIYPHiwdEXjw4cP2LVrF3r16gVHR0e4u7tjzpw5CAsLg5OTkzTioa6JQVbTS2Jw4cIF6QqAh4eHysF7FInBjRs3pIE/VA1qVLZsWQDJZ7Hqdvbx8fHSkMO6PPGsYsWKqFSpEmxsbLBs2TIAwIYNG7B///4M16UPZcqUkS6B3blzR+1yly5dwtWrVzN8xUBBsTHJZDLpALlq1SpERkbCzs4Oly9fxtixY9G4cWOls0jFsL7pSUhIkEbrmjhxIv755x/4+PigcuXK0m9C27q0YWNjI8V5/fp1lcu8evUK1atXR/v27fH+/XvpSXqavueEhAQcPXoUISEhervsqi/6ekxw3rx5dRoAp379+nBxcVGaFAc5bfn5+UnDcwPJD1xK3Q976NChAIBx48Zhz549sLW1hZeXFx49eoQnT55kaKyR0aNHo2TJkihWrJh0GTsxMRFt2rSRRhs8fPgwRo0aBV9fX0RGRqJ///7w9fVVO+qjh4cHpk+fjhMnTqQ7FO2mTZvw7NkztGnTBnnz5gWQ/EAtCwsLbN68WauBaJYtW4YNGzbAyckJtWrVSlM+ZMgQVKlSBdeuXcPVq1cBJCck8fHxePTokXR1NKsUKVJEZVyZ5erqitOnT+PChQvSPr9kyZJ6f5+MuHLlCkaMGCGNdLpp0ybI5XJ07twZQUFBaNKkCfLly4d27dph7dq1ePv2LSpUqIDJkyfjwYMHWL58udLDu3Th6+srjZWjasrM1QIgk7cSihYtijJlyiA0NBT+/v4A0rYvSLmsi4sLQkJCcOLECQCqE4Mff/wRVlZWiIuLw7Jly/D777+nWWbdunV49+4djIyMMvz0rdRat26Nn3/+Gdu2bUO/fv1w584dna5CZEaePHnQqFEjHD58GIsWLVK6zKrw5s0bNGjQAB8/fsTixYs1nqGoo7jS4ObmJh2ow8PDASTf+1PstFK6efOmdC8r5dmVKpGRkVImrO7MIeUZUnr1aaNVq1ZYvnw51qxZo3JQkZ07d+LKlStS8tOiRQsYGRnh9u3bCAwMVPlY1BUrVsDX1xfm5uYIDw/P0ONKv3ePHj3K1vdLSkqCsbExvn79iqVLl+L9+/f4559/NK4zbdo0LF++HM+ePQOQPES7oaEhatasiQcPHiA6OhohISHSkwI/ffoktdUYMmQI7O3tcfHiRXh6emLx4sXInz+/ysc4a3P16+PHjxg/fjwASMkOkJzU+vj4YMWKFZg2bZr0jAhVNm/ejCFDhsDQ0FAaACg1AwMD6YqVYpjotWvXomHDhihXrhwGDhyItm3bIigoCD/88EO6cecmivYnFy5cAKB6JMDsEBoaipYtWyq1k6pSpQr69OmDrl27wsbGBi1btsSxY8cgk8lQu3ZttGnTBu3atUszsJbi5C69W+bq1KpVS+NJcWhoaJqRNzNEpyaLKQwYMEBqMQtA3L17V+2yin68efPmFTKZTO2T/hQtko2NjcWyZcuU+uAeOHBA6pM9cOBApfUUvRLUtSRVN8DRmzdvRL58+aRW+ykpeiV06tRJREREaJwU3S516a54/vx5YWRkJIDkAZ9StkoPCQmRWic7Ojoq9dbQZoCjuLg4MW7cOGm5lH33Fd2CDAwMlPrty+VysXXrVqWnM7Zv316pXsV8RSvsxMREaZCg+vXri6ioKGnZZ8+eiW7duim1+L19+3aaz6HpCW6p30+I5K5cFhYWAkju156y62tgYKDUxVMx+IsQQgwePFgAyWMipOyHLZfLxaZNm6R+1do+ZU2VlL0SVNHnAEcpaeqVoC19DHCkGB9EU6+E8ePHS62u4+Pjxfr168XMmTPFkCFDRIUKFdS2FPfz85N6eqj6nOHh4cLW1la4uroKX19fsXv3bhEdHS2ESDvAkRD/24d17txZqZ7nz58LJycnYWBgoNUTUFWNY9CjRw8BQLRs2TLN8k+fPhUmJibC0NBQXLx4UWWdixYtknqgzJ8/X5pvamoq8uXLpzEexVgzDx8+FGvWrJH2Hy9fvkz3s6Skj6crattdUZPmzZtn+nep6emK2mjbtq2wsrISffv2FZcuXUpT/vjxY7Fy5cp0u0Du2bNHABC9evVSu8w32V1RYceOHdIGm7pPZmoHDhyQlq1atara5VKPfGhvby9q1qwp9f0GILp27ap25MOMJgZC/K8bGwCxb98+ab4iMdBmUmy4uiQGQgixfv16aRwIc3NzUa1aNeHs7CztGOzt7dOMBqapu2KdOnVE+fLlpTplMpkYO3as0voxMTFSf3jFxu/m5iYdUCtVqiRGjhwpAIhatWopravqQL106VJpvoWFhahSpYooWbKkMDAwkEbfU4yomHKAF10TAyGSR4xUHMytrKxE9erVlQa76t69u1Kf7y9fvig9/rpQoUKiRo0aokCBAtK8Vq1apds3W5OUiUHt2rUzPI6Bs7OzxketqpNTiUFiYqJ4+/ateP78ubh+/brKwVlSS5kYCPG/cUWA5PEL6tWrJ/r27Svmzp0rDhw4IIKDg4WVlZXo3LmzuHDhgsbPqa67bOrE4K+//pL2Xe/fv0+z/IULF4SRkZEoUKCAePfuncbvIHVioEi6LS0t1XZ7VSTsZcqUkZIXhePHj0vfR8oRUoVITgxsbW3VPqo+ISFBODg4iIIFC0rzfvvtNwFA/Pbbbxo/R2r6TAw0TSlt2rRJnDx5UvqfXL16VRgZGQkTE5M031NGZDYxiImJUduNPiNmzpwpAOWB11L7phOD9+/fSweulCOfqfLx40dpBz5mzJh06w4KChIdOnQQBQsWFMbGxsLBwUF4e3srjYqXUmYSAyH+l5EWKlRI+kFmZ2IghBD3798X/fr1E6VLlxbm5ubC1NRUuLi4iOHDh6vM9DUNcCSTyYSFhYUoU6aM6Nq1q1L//5Sio6PF+PHjRfny5YWFhYWwtbUVDRo0EGvWrBGJiYnSxmRkZKQ0WIi6A/WJEyeEp6enKFSokDA1NRUlS5YUAwYMEA8ePBBCJI+iB0DpWfaZSQyESO6P3qtXL+Hk5CRMTEyEtbW1aNy4sdqDq1wuF/7+/qJFixYif/78wsjISNjY2Ih69eqJVatWqRzrISNSJgaKq1EZnTT1oVYnpxKDyMhI6YpXyik4OFjtOqkTAyGSR35Tt+PfvXu3KFCggChfvryUXKYeCTQ9isQgPDxcjB07VshkMmFtbS2uXbumdh1FwtKjRw+NdadMDGbOnCmdCW/YsEHtOvHx8dI4A56enmmGGV65cqX4559/0qynGJTMyclJZVKpSDz79esnrfP582fRt29ftUmTOvpMDDSNfJhShw4dpN+QnZ2dNFBTRpOa1DKbGOji0KFDYv369eLy5cvi6dOn4sKFC9L/58qVK2rXS5kYKLZJXac8efJkKOZMJwZElFZ6txKySk7eSlAMPmNkZCRKliwpJk+erHF5VYmBJnFxcdJAYEDyswBUDY6kiSIxuHfvnnBzcxMODg4akxchkq8+FC5cWDg6Oqq8qqCgSAyWLFkiDSqW3siPQiTfUlAMFDRo0CCtPsfSpUuFtbW1xoNBxYoVlRJ5XWV1YpAvX740B67r16+LsWPHioYNGwoHBwdhaWkpevTokeGkJrWcSAxSXlVPOal6bk1KKRODMWPGpDskuaZJ0xV6VTLV+JCISOHQoUOQy+VSS399s7S0lBq3Zpa9vT1OnDghDUykibm5OTZu3AhXV1etGia7urpi8uTJyJ8/v1atw4sVK4YTJ06gffv2Gvump6Rp7Ad9K1iwYJoBuvRZR8rxSBQqV66MypUrZ+o9c4vGjRvDy8sLoaGhePr0KczNzdGyZUssWLBA6zr8/Pzg5+eXdUGmIhOZ/Y8TEVGmZWVSRZQRTAyIiIhIwvSUiIiIJEwMiIiISMLEgIiIiCRMDIiIiEjyXXdXlMvlePnyJaysrHLV07iIiOjbJ4RAXFwcChUq9F31KPmuE4OXL1+iaNGiOR0GERF9x549e5apR6HnNt91YmBlZQUg+Z+m61OsiIiIVImNjUXRokWlY8334rtODBS3D6ytrZkYEBFRlvjeblV/PzdFiIiIKNOYGBAREZGEiQERERFJmBgQERGRhIkBERERSZgYaCkpKacjIEqLv0si0rfvuruiPhkaAl27Avfu5XQkRMnKlQP++SenoyCi7w0Tgwy4dw+4di2noyAiIso6mbqV8PTpUyxatAhDhgzBtf8/Yu7cuRPv3r3TS3BERESUvXRODJYvX46yZcti2LBhWLJkCcLCwgAAgwcPRrFixbBlyxa9BUlERETZQ6fEICgoCAMGDEC9evWwYMECCCGksqFDh8LCwgI+Pj44d+6c3gIlIiKirKdTYjB37lwULVoUAQEB8PLyUiobPXo0Ll68CCsrK0ybNk0vQRLRN4xdJyi34W9SI50aHwYHB6NLly4wMlK9eokSJdC5c2fs2rUrU8ER0XeAXXooN2F3nnTplBh8/PgRlpaWGpexs7NDTEyMTkER0XeGXXqIvhk63UpwcnLCxYsX1ZYLIXDgwAGUKFFC58CIiIgo++mUGHTo0AGBgYH4R8XlmLdv3+KXX37BrVu30KFDh0wHSERERNlHp1sJY8aMwcGDB9GtWze4uLhAJpNh3rx5mDdvHq5fv45Pnz6hUqVK+P333/UdLxEREWUhna4Y5MmTB6dPn8bw4cPx8uVLCCFw7tw5nDt3DkII9OvXD6dOnUKePHn0HS8RERFlIZ2HRLawsMDs2bMxc+ZMPHjwAFFRUbCysoKLiwuMjY31GSMRERFlk0w9K+HmzZswNTWFi4uLNG/ChAnw8vLCDz/8kOngiIiIKHvpdCtBLpejT58+cHNzg7+/vzQ/Pj4e06dPh7u7O3x9ffUWJBEREWUPnRKDVatWYfXq1ahWrRrq168vzTcyMsKOHTvg7u6OpUuXYvv27fqKk4iIiLKBTonBihUrULFiRZw7dw7u7u7SfENDQ7Rt2xYnTpxA+fLlsWDBAn3FSURERNlAp8QgNDQUXl5eaodENjQ0RPPmzXHnzp1MBUdERETZS6fEwNjYGHFxcRqXSUhI0CkgIiIiyjk6JQbVq1fHtm3b8PbtW5XlkZGR2Lp1K6pWrZqp4IiIiCh76dRdcfjw4WjWrBmqVq2KoUOHok6dOsifPz8iIiIQHByMhQsX4s2bN1i9erW+4yUiIqIspFNi0LRpUyxcuBAjRozAmDFjlMqEEDAxMcGiRYvQvHlzvQRJRERE2UPnAY58fX3RunVrbNy4EXfv3kVkZCSsrKxQtWpV+Pj4oFixYvqMk4iIiLJBpkY+dHJywvjx4/UVCxEREeUwnRofEhER0fdJ58RgyZIlcHV1hYWFBQwNDVVO6sY5ICIiotxJpyP36tWrpWchWFtbI3/+/JDJZHoNjIiIiLKfTonB4sWLkSdPHuzduxcNGjTQd0xERESUQ3S6lXD//n34+PgwKSAiIvrO6JQYWFtbw9bWVs+hEBERUU7TKTFo2rQpDh48CCGEvuMhIiKiHKRTYuDn54f379/Dx8cHd+/eRXx8vL7jIiIiohygU2LQunVryGQybNmyBRUrVlTbZZHdFYmIiL4tOh25o6KiYGBgwGGPiYiIvjM6JQZPnjzRcxhERESUG3BIZCIiIpLo3AggISEB58+fx6tXr5CQkCD1UBBCIDExEVFRUThy5AiOHTumt2CJiIgoa+mUGISHh8PDwwPh4eFqlxFC6DxM8sePHzFr1ixs27YNjx8/hqmpKdzc3DB8+HB4e3vrVCcRERGlT6dbCaNHj8bTp0/x448/Yvz48bC1tcWPP/6IUaNGoUmTJgAAT09PPHjwIMN1x8bGwt3dHX/++ScsLS0xdOhQdOrUCdevX0ebNm0we/ZsXUImIiIibQgdODo6ipo1a0qv27dvL1q0aCG93rJlizA2NhY3b97McN1jxowRAMSgQYOEXC6X5j979kwULFhQGBkZibCwMK3qiomJEQBETExMhuNQxc1NCIATp9wxubnp5WedPbjxcMotkx43HH0fY3ILna4YREZGonHjxtLrChUq4Pz589Lrjh07olatWpgxY0aG6966dStkMhmmTZumdCuiSJEiGDBgAL5+/YqAgABdwiYiIqJ06NTGwMbGRul16dKlER0djZcvX6JQoUIAgDp16mDDhg0ZrnvYsGGIiopK8x4AYGdnBwCIiYnRIWoiIiJKj06JQbFixXDhwgXptYuLC4QQuHz5Mlq3bg0A+Pz5M+Li4jJc95AhQ9SW7d69GwBQuXLlDNdLRERE6dPpVkLHjh1x4sQJ+Pr64uXLl6hcuTKsrKwwc+ZMREZG4vr169i8eTOKFy+ut0BXrlyJEydOoEyZMmjatKne6iUiIqL/0SkxGDhwIGrXro2lS5fi0KFDMDIyQt++fREcHIwCBQqgWrVqiIqKQu/evfUSpL+/PwYMGAAjIyOsWrUKhoaGKpeLj49HbGys0kRERETa0+lWgqWlJY4fP45//vkH1atXBwBMnz4dcrkcmzZtgqGhIXr27Ilhw4ZlOsCVK1di4MCBkMvlWLduHerVq6d2WT8/P0yePDnT70lERPRvJRNCiJwOQhW5XI5x48Zh5syZMDY2xtq1a9G1a1eN68THxys9Ajo2NhZFixZFTEwMrK2tMx1T1arAtWuZroZIL9zcgKtXczoKLXHjodxCjxtObGwsbGxs9HaMyS1y5XORExIS4OPjA39/f9ja2sLf31+pe6Q6pqamMDU1zYYIiYiIvk9aJQYlS5bUqXKZTIZHjx5laJ2kpCT8/PPP2LNnD0qWLImDBw/C2dlZp/cnIiKijNEqMcjOxyxPnToVe/bsQYkSJXD69GlpXAQiIiLKelolBnK5PKvjAABERUVhzpw5AIBq1aphzZo1KperV6+exkaIREREpJtc1cbg/Pnz+PDhAwBg+/bt2L59u8rl/vjjDyYGREREWSBTiUF4eDhevXqFhIQEKDo3CCGQmJiIqKgoHD58GKtXr9a6vhYtWiCXdpIgIiL6V9ApMXj//j28vLyUhkVWJyOJAREREeUsnUY+HD16NM6fP49SpUqha9eusLCwQKVKlfDzzz/D2dkZQgjUr18fR48e1Xe8RERElIV0umJw+PBhlCtXDtevX4exsTFat24NY2NjbN68GQAwe/Zs/PnnnyhRooRegyUiIqKspdMVg1evXsHLywvGxsYAgEqVKuHs2bNS+e+//47SpUtj5syZ+omSiIiIsoVOiYGlpSXMzMyk16VLl0ZERAQiIiKkeQ0aNMDBgwczHyERERFlG50SgyJFiuDGjRvSaxcXFwghcP369f9VbGCAyMjITAdIRERE2UenxMDb2xsHDx7E3Llz8eHDB1SpUgVmZmZYtGgR5HI53rx5A39/fxQtWlTf8RIREVEW0ikxGDJkCEqUKIFRo0Zh06ZNMDMzQ+fOnXHgwAHkzZsXxYsXx/Pnz9GxY0d9x0tERERZSKdeCQ4ODjh79iwWLlyISpUqAQDmz5+P6Oho7NmzBwYGBujSpQvGjRun12CJiIgoa+k88qGDgwOmTp0qvba2tsaOHTvw6dMnGBgYKDVOJCIiom+D3p+VYGFhoe8qiYiIKJtkqI1BQkICLl++jEePHinNP3jwIGrXrg0rKyup7UFcXJxeAyUiIqKsp3VisH79ejg6OqJWrVooW7Ys6tWrh1evXmHfvn3w9vbGxYsX8fHjRzx9+hRz5sxB3bp18fnz56yMnYiIiPRMq8Tg8OHD6NmzJz5+/IimTZuiffv2ePnyJdq1a4dx48ZBLpdjxowZePv2LV68eIFhw4bh9u3bmD9/flbHT0RERHqkVWKwcOFCWFtb4/r16wgICMDWrVvx4MEDFChQAHfv3kX79u0xatQo2Nvbw9HREfPmzUONGjWwd+/erI6fiIiI9EirxODKlSto06YNXFxc/reigQGGDBkCIQQ8PDzSrOPu7p6mLQIRERHlblolBlFRUXByckozv3DhwgCSuy6mZmdnh+jo6MxFR0RERNlKq8QgKSkJpqamaeYbGSX3djQ0NExTJpPJIJfLMxkeERERZSedhkQmIiKi75NeEgOZTKaPaoiIiCiHaT3y4erVq3Hs2DGleZ8/f4ZMJsN//vMf/Pe//1Uqe/r0qX4iJCIiomyjdWIQFhaGsLAwlWV37txROZ9XEoiIiL4tWiUGgYGBWR0HERER5QJaJQaqxikgIiKi70+mGh9+/PgRe/fuxbx58xASEgIAOH/+PJKSkvQSHBEREWUvnR+7fPDgQfzyyy/SIEbFixeHs7MzOnbsiK9fv2LLli348ccf9RUnERERZQOdrhjcuHEDbdq0QZEiRTBy5EgIIaQyLy8vvH//Hk2bNsXt27f1FigRERFlPZ0Sg+nTp8PW1hanT59G3759lcqWLl2KkydPAgD+/PPPzEdIRERE2UanxODUqVNo164drK2tVZbXqFEDnTt3xvnz5zMVHBEREWUvnRKD9+/fw97eXuMyhQsXRkREhE5BERERUc7QKTEoVKhQuu0HgoKCUKRIEZ2CIiIiopyhU2LQqlUr7N+/X+XARwkJCRg7dizOnTuHVq1aZTpAIiIiyj46dVecOHEi9u7dixYtWqBevXqQyWT4+++/sXPnTpw8eRIvX75EkSJFMG7cOH3HS0RERFlIp8TA3t4e586dw5AhQ7Br1y4IIbBnzx6p3NPTE8uXL0+3HQIRERHlLlolBseOHUOFChVQsGBBaZ6joyP8/f0RERGBK1euICoqClZWVnBzc2PbAiIiom+UVm0MunbtisWLF0uve/XqhQMHDgAAHBwc0KxZM3Tp0gWtWrViUkBERPQN0yoxiI2Nxfv376XX69atw40bN7IsKCIiIsoZWt1KKF26NFauXIkXL14gb968AICdO3fi4cOHGteTyWRYvXp15qMkIiKibKFVYjB16lR06tQJe/fuBZB8wL969SquXr2qcT0mBkRERN8WrRIDb29vvHr1Co8ePUJcXBwaNmyI3r17w8fHJ6vjIyIiomykdXdFW1tbVKtWDQBQrFgxuLm5wcPDI8sCIyIiouyn0zgGT5480XMYRERElBtolRj06tULP/30E7y8vKTX2mAbAyIiom+LVonBunXrULp0aSkxWLdunVaVMzEgIiL6tmiVGAQGBqJEiRJKr4mIiOj7o1VikLqRYXY3Omzfvj0uX77Mtg1ERERZTKfHLmtj/Pjx+OmnnzJdz6xZs7Bjxw49RERERETp0alXgjZOnTqFc+fO6bx+fHw8Ro4cqfSMBiIiIspaWXbFIDP279+PcuXKYfHixfD29s7pcIiIiP41cmVisGrVKnz48AGLFy/G7t27czocIiKif40su5WQGcOGDcOmTZtgYWGR06EQERH9q+TKxKB+/fo6rRcfH4/4+HjpdWxsrJ4iIiIi+nfIlbcSdOXn5wcbGxtpKlq0aE6HRERE9E3R6orBhg0bMlzx27dvM7xOZo0dOxbDhw+XXsfGxjI5ICIiygCtEoMePXpAJpNlqGIhRIbXySxTU1OYmppm63sSERF9T7RKDLp165btB3kiIiLKflo/RImIiIi+fzo1PkxKStJquYCAAF2qJyIiohyiU2LQqVMnyOVyteXR0dHo1q0bWrZsqXNgRERElP10Sgx27NiBLl26qEwOdu3aBVdXV2zcuBGFCxfOdIBERESUfXRKDDp37oxt27bhl19+gRACABAZGYmOHTuiffv2ePPmDQYMGIA7d+7oJUghBB+5TERElA10Gvlw48aNMDExwfr162FgYIDmzZtj2LBhiIyMRLly5bBy5UrUqVNH37ESERFRFtMpMZDJZFi7di1MTEywcuVKbNq0CcbGxvjjjz8wbtw4GBsb6ztOIiIiygaZGhJ5+fLlGDx4MIQQ8PT0xB9//MGkgIiI6Bum1RWDP//8U22Zvb09HB0dsX//frRr1w5VqlSRymQyGSZOnJjpIImIiCh7yISi9aAGBgYGkMlk0GJR5cplMq3HPMgKsbGxsLGxQUxMDKytrTNdX9WqwLVregiMSA/c3ICrV3M6Ci1x46HcQo8bjr6PMbmFVlcM1q5dm9VxEBERUS6gVWLQvXt3pddHjx6Fq6srxykgIiL6zujU+LB///4YOHCgvmMhIiKiHKZTYvD69Wu4uLjoOxYiIiLKYTolBq1bt8bOnTvx+vVrfcdDREREOUinAY6aN2+OM2fOoHTp0vD09ETJkiVhZWWVZjl2VyQiIvq26JQY9OjRQ/p7165dapdjYkBERPRt0SkxYPdFIiKi75NOiUHq7otERET0fdApMUjp9OnTuH79Oj5+/AhbW1u4ubmhVq1a+oiNiIiIspnOicHNmzfRuXNn3L9/HwAghIBMJgMAlCtXDps3b0bFihX1EyURERFlC50Sg+fPn6NRo0Z49+4dGjRogHr16qFgwYJ4+fIljh07huDgYDRu3Bg3b95EgQIF9B0zERERZRGdEoNp06bh3bt3WLNmjVIPBQCYPHkyduzYgY4dO2LGjBmYP3++PuIkIiKibKDTAEcHDx5E06ZN0yQFCj/99BPatWuHPXv2ZCY2IiIiymY6D4lcrVo1jcs4Ozvj5cuXOgVFREREOUOnxCBfvnx49uyZxmXu3buHfPny6RQUERER5QydEoMGDRpg27ZtuHjxosrywMBA7NmzB40bN85UcERERJS9dGp8OH78eOzatQvu7u7o3r07fvzxRxQsWBCvX7/GqVOnsGHDBpiYmGDcuHH6jpeIiIiykE6JgaurK7Zv3w4fHx+sXr0aa9askcqEELC1tcXff/8NZ2dnvQVKREREWU+rxODgwYOoX78+LCwspHktWrRAeHg4du3ahRs3biAmJgY2NjaoXLkyvL29YW1tnWVBExERUdbQKjFo2bIlTExMULduXTRp0gRNmzZF1apVYWlpiV9++QW//PJLVsdJRERE2UCrxoft2rWDra0tAgMDMW7cONSoUQP58+dH165dsWHDBrx69Sqr4yQiIqJsoNUVg+3btwMAQkJCcOrUKZw8eRKnT5/G5s2bsXnzZshkMri6usLT0xNNmjSBh4cHzMzMsjRwIiIi0r8MNT50dnaGs7Mz+vTpAwB48uSJUqIwb948zJs3D2ZmZqhbty48PT0xcuTILAmciIiI9C9Tj10uXrw4ihcvjm7dugEA3rx5g+3bt2P16tU4fvw4Tpw4wcSAiIjoG5KpxAAA7ty5gxMnTiAoKAhnzpxBZGQkhBCwtLRE/fr19RAiERERZZcMJwbv37/H0aNHcfjwYRw+fBivXr2CEAIymQxubm7o3bs3PD09UbduXRgZZTrvICIiomyk1ZE7ODhYSgQuX74MuVwOIQQKFSqEbt26oWnTpmjSpAns7e2zOl4iIiLKQlolBnXr1oVMJoOZmRkaNWqEpk2bomnTpqhQoUJWx0dERETZSOtr/UZGRmjRogUaNmyIJk2aoHTp0lkZFxEREeUArRKDmTNn4vDhw9i3bx927twJAChRogQ8PT3h6emJhg0bwtLSMksDJSIioqyn1ciHv//+O44dO4Z3795h586d6Nu3L+RyOZYtW4a2bdsiX758aNCgAfz8/HD16tWsjpmIiIiySIa6DeTJkwfe3t7w9vYGANy/fx8BAQEICAjA6dOncfLkSUyYMAH29vZo0qQJmjVrBh8fnywJnIiIiPRPqysG6ri4uOC3337DkSNHEBUVhUOHDmHMmDGwsrLC5s2b0aNHDz2FSURERNkh0wMNfPr0CefPn8eZM2dw5swZXLx4EbGxsQAAR0fHTAdIRERE2SfDiUFERISUBJw5cwbXrl1DUlIShBCwsrKCh4cHGjdujMaNG8PV1TUrYiYiIqIsolVisH79epw+fRpnzpxBaGgoAEAIAWNjY9SuXVtKBGrVqgVDQ8MsDZiIiIiyjlaJQc+ePaW/K1SoICUCHh4eyJMnT5YFR0RERNlLq8SgR48eUjKQP3/+rI6JiIiIcohWvRLWrFmDLl26ZFtSIITAihUrUKVKFZibm8PBwQEdO3bEo0ePsuX9iYiI/q0y1V0xqwwfPhz9+vWDXC7Hb7/9Bk9PT+zcuRPVq1fHgwcPcjo8IiKi71auey7ypUuXsGDBAri7u+P48eMwMTEBAHTo0AFt2rTB0KFDERAQkMNREhERfZ9y3RWDlStXAgAmTZokJQUA4O3tjZo1a+LQoUN48eJFToVHRET0Xct1iUFgYCBMTEzw448/pilr2rQpACAoKCiboyIiIvp3yFWJQWJiIsLCwuDk5KR0tUDBxcUFANjOgIiIKIvkqsQgOjoaSUlJyJcvn8pyW1tbAMC7d++yMSoiIqJ/j1zV+PDLly8AoPJqAQCYm5sDAD5//qyyPD4+HvHx8dLrmJgYAJCe3ZBZpUsDSUl6qYoo00qXBvT008563Hgot9DjhqM4tggh9FJfbpGrEgMzMzMAmg/8wP8ShNT8/PwwefLkNPOLFi2qpwiJco+bNwF//5yOgugbkwUbTlxcHGxsbPRaZ07KVYmBjY0NDAwMpDP91BS3ENTdahg7diyGDx8uvZbL5YiKikK+fPkgk8n0HzBlWGxsLIoWLYpnz57B2to6p8Mh+mZw28l9hBCIi4tDoUKFcjoUvcpViYGJiQlKlCiBsLAwJCYmwtjYWKn84cOHAABnZ2eV65uamsLU1FRpnqJdAuUu1tbW3LkR6YDbTu7yPV0pUMhVjQ8BwMPDA4mJiSq7JB45cgQymQz169fP9riIiIj+DXJdYtC7d28AwB9//IHExERp/r59+xAcHIwWLVp8d5dtiIiIcotcdSsBAOrUqYP+/fvjr7/+QpUqVdCqVSu8efMGmzZtgr29PRYuXJjTIVImmJqa4o8//khzy4eINOO2Q9lFJnJhPwu5XI4lS5Zg+fLlePjwISwtLdGkSRNMnz4dJUqUyOnw/jUuXbqEnj174j//+Q9+/vnnTNcXHR3NNh9EOuC2Q9kp110xAAADAwP4+vrC19c3p0P5V/v48SPu3LmDqKioTNe1dOlSTJgwAZs3b4anp6fW6/31119qy2xsbNC5c+dMx0aUm3HboWwniNQIDAwUAMSyZcsyXderV69EtWrVhKmpqbhy5YrW6wFQO5UqVUoIIYSzs7PaZZycnDIdO5Eqt27d0vj7VDd17949Q+/DbYeyW668YkDZKyoqCvPmzUsz/+nTpwCAvXv34vnz52nKe/furXRrZ8WKFXj8+LHa96lSpQquXLmCLl26oE2bNmqX69ChA6pVqwYACAsLg6enJ+zs7LBlyxYAQKdOnRAREYGTJ09K6xQrVgy//PKLUj1bt25VasBKpE8ODg4YPXq01ssLITBr1iyVZdx2KFfJ6cyEcl5oaKhOZz6BgYFK9Xh4eOhUT+pp7dq1SvWWL19eeHh4KL2Ps7Oz9NrZ2VmpXMHLy4tnPZRrJCYmqr1iwG2HchNeMSCULl1a5VjfQUFBaNCgAZYtW4b+/funW0/KsScaNWqEZs2awcLCAkOHDoVcLkfr1q0xduxYvHv3DqNGjcKdO3ewcOFCXL16FR4eHujZs6fausPCwjBhwgTpb3XDYhN9i7jtUG7CxICyxMmTJ1GiRAmsWrUKP//8M+bMmYPZs2djz549AIDChQtj3759aNmyJWQyGYyMjDTu3MLDwzFt2jTptbrRL4myU2hoKE6ePAkvLy84OjrqpU5uO5TTct0AR/R9CQkJwbx58/DPP/9ACAFbW1sYGBjg/fv3ePTokdb1eHh4QAgBIQQ8PDyyMGIi7Z09exZ9+vRBSEiI3uvmtkM5hVcM/uVOnDiBEydOqCxLr/EhALi6uqJLly4qy4QQmDhxIvz9/eHq6ooxY8agV69eePLkCbp164Zhw4ahYMGCWsWZlJSEDx8+SH8T5SbLli3D/v37NS6j6nadpmW57VBOYWLwL3fq1Cmly4yqBAQEICAgQGWZt7e32sRgzZo10t8hISEYNmwYhg0bBuB/O8lOnTppFeeZM2dgZWUlveblUMpNtm3bptf6uO1QTmJi8C83adIkTJo0SWne/v370bp1a1SpUgXXrl1DrVq1cOHCBQQEBKBZs2bp1unj44OkpCSMHz9eaf68efNQrFgxld2tatasqbHOsmXL4vfffwcAzJ49O035yZMnVT5a28nJKd14iTIrMDAw3Ye7ff36Nc0TY1PjtkO5ARMDUvLkyRP06NEDRYoUwaJFi/Djjz+iW7du+PTpE/r06YNbt26pHZpVLpdDLpfj4cOHKF++PKZOnapU/tdff8HV1RUzZszIcFyOjo749ddfAQAbN27E69evpbIBAwYgIiJC5Xp2dnYZfi+irGBkZIT379/DxMQkTRm3HcpNmBiQ5OnTp2jQoAG+fPmCAwcOIE+ePACSh6heunQpGjZsCC8vLxw5ckQqS2ncuHGYOXOm9FrVWciuXbtUzgeAfv36aRzGNaWYmBiMGTMGNWrUwNChQ6X4nZycIIRAaGgoypYtq1VdRNlFXVLNbYdyEyYGBAC4cuUK2rVrhzdv3mD//v2oVasWbt++LZW7u7tjxYoV6NmzJ5o3b47t27cjf/78SnU0btwYZmZmWLVqFRISEjBw4ECl8lmzZqFo0aLo0KEDgoODUaNGDRgZGUEIgenTp2uM782bNxg3bhxOnTqFCxcu4OvXr1iyZIm0M1Tc8tizZw+Cg4Ph5+eHZcuWSWdKRLlJaGgoYmJiUL16dQDcdiiXyf4xlSg3kcvlYunSpcLU1FTY29srjWaoGAs+5bMSFi9eLIyMjISjo6M4evSoyjpr1aolypcvn2Z+vnz5hLe3t7hx44YwNTUVrVq1EomJidKIcP369VNa/vDhw6JKlSrCyMhIABCGhoaiZs2aokCBAqJUqVIiMTFRCJE8olzVqlVF3rx5RWxsrPj8+bNo3769MDAwEP7+/nr4lohUW7t2rcpRQNOzePFiAUDs2bNHaT63HcoNOI7Bv9itW7fg7u6OgQMHonz58rh06VK6DagGDRqEY8eOQS6Xo0mTJmjdujXu3r2rcZ1Pnz4hJCQEX79+xb179zB37lxYW1tj3759GD58uNr1GjZsCGdnZ/j6+mLfvn2IiorChQsX4OLiAiMjIxgZJV/wmjhxIq5evYpFixbBysoKZmZm2LRpE5o0aYKePXtmSR9zosy4ePEiZDJZug0Hue1QjsjpzIRyztmzZ4WdnZ2YMWOGdAaRkqorBgrR0dFi7NixwsLCIs2ZRcqzni5duiiN5W5iYiIqVqwoOnfuLBo0aCBkMpm4e/euyrMedVKO9z579mwBQPz6669plouIiBAFCxYUNWvWFF+/ftWqbqKM+PvvvwUAsWLFCq3XuXr1qrC0tBQ//vhjmjJuO5QbMDH4l/v06ZPaMk2JgUJ0dHSaeSl3blFRUeLPP/8U/v7+4t69e0oJyNSpU0WdOnXE4MGDBQAxePBgrWJW7NxWrVolAIhOnTqp3Xlt2bJFABCrV6/Wqm6ijLh7966QyWQZftiRiYmJOH78eJr6uO1QbsDGh/9ymh6ooq4FdEo2NjYay+3s7DBx4kSVZQULFsS5c+dw7tw5ODg4oHPnzum+X0q9e/dG0aJF0bRpU7XLdOzYEe/evUvzWFkifShXrhwOHjyIgIAAxMfHa7VOgQIF0LZtW1SpUkXjctx2KKfIhMjAOJ30rySE0CpJICKibx8bH1K6mBQQEf17MDEgIiIiCRMDIiIikjAxICIiIgkTAyIiIpIwMSAiIiIJEwMiIiKSMDEgIiIiCRMDolxqypQpkMlksLCwQHR0tNrljh8/jqCgoDTzt23bhlu3bmn9fjKZDMWLF1ea9/r1ayxZskRp3qRJkyCTybBu3Tqt6yaibwcTA6JcSAiBdevWwdbWFp8/f8b69etVLvfXX3+hcePGePLkidL8MWPGSEPaamvKlCkYOXKk9Prt27dwdnaGv7+/0nINGzbElClTULVqVe0/EBF9M5gYEOVCJ0+exOPHjzF8+HCYm5tj+fLlKpd7/fp1huZrMmHCBAwePFh6/enTJ8TGxqZZrl69epgwYQIqVaqU4fcgotyPiQFRLrRmzRoAQKtWrdC8eXPcu3cPJ0+ezOGoiOjfgIkBUS4TGxuLHTt2wNHREZUrV4aPjw+A5NsGKdWvXx+TJ08GAPTs2RMymQxBQUEoXry4dOuhQYMGkMlk0q0GmUyGli1bYvXq1XB0dIStrS18fX2lMkUbg3Xr1qFEiRIAkq9eyGQy9OjRA4D6Ngbh4eHo168fihUrBhMTEzg6OqJr1664e/eu0nJBQUGQyWRYsGAB9u7dizp16iBPnjyws7NDmzZtcPPmTb18j0SkGz52mSiX2bp1Kz59+oQBAwZAJpPBy8sLefPmxc6dOxEREQEHBwcAyY/ONTAwQGBgINq1awc3NzeUKFECI0eOxJo1a3Dt2jX06tULJUqUgJ2dnVT/1atXcfToUXTr1g1GRkZwcXFJE0PVqlUxYsQIzJ07F8WLF0fv3r1RuXJltTFfuXIFTZo0QXR0NLy9veHq6oq7d+9iy5Yt2LVrF3bt2gVPT880n/Py5cto1aoVGjRogIsXL2LPnj0ICgrC7du3UaRIET19o0SUIYKIcpXatWsLAOL69evSvIEDBwoAYsaMGUrL/vHHHwKAWLt2rdL87t27CwAiMDBQaT4AAUDMnTs3zfsCEE5OTtLrsLAwAUB4eHhofM+kpCRRtmxZAUBs27ZNadkjR44IQ0NDkS9fPhEbGyuEECIwMFCKY9++fUrLd+vWTQAQfn5+6r4eIspivJVAlIvcv38f58+fR4UKFZTO0Lt16wYAWLFiBYQQmXoPmUyGnj17ZqqOlM6ePYsHDx6gQYMG6NChg1JZkyZN0K1bN7x79w47d+5UKqtWrRpatmypNM/b2xsA0vSyIKLsw8SAKBdRNDr85ZdflObXqlULLi4uePz4MY4cOZKp97Czs1O6tZBZ169fB5DcW0EVxXzFcgqlSpVSGRsAxMfH6y0+IsoYJgZEucTXr1/x999/AwBGjx4NmUymNN2/fx9A2kaIGWVlZZXpWFOKiYkBABQsWFBluWL+x48fleabm5unWVYmkwFApq+KEJHu2PiQKJcICAjA69ev4eLikqahHpB8sFyyZAn27duHFy9eoHDhwjkQZVo2NjYA1I+d8PLlSwCAra1tdoVERJnAxIAol1DcRhg7dqzUpiC1J0+eYO/evVi1ahX++OMP6Qw7NXXzM0LbOhRtIdSNs3D8+HEAgJubW6ZjIqKsx1sJRLlAREQEDhw4AEtLS/z0009ql+vTpw8AYNWqVUhKSoKJiQmA5FEKU1I3PyO0raNu3booXbo0goKCsGHDBqWyCxcuYOvWrciXLx9atWqlcyxElH2YGBDlAn///TcSExPRvn175MmTR+1yzZs3R+HChfH8+XPs379fGoRo8eLFmDhxojSYkGL+lClTMHHiRJ2GSHZwcECePHlw/fp1jBgxAhs3blS5nKGhITZt2gQ7Ozt0794dzZo1w7hx49C9e3d4eHjA1NQU//zzDywtLTMcAxFlPyYGRLnA2rVrAUAaXVAdQ0ND9OrVC0ByI8R27dqhW7duePnyJWbNmoULFy4AAPr164eWLVvi1q1bmDNnDm7fvp3hmIyMjLB8+XIULlwYixYtkmJUpUaNGrhx4wYGDBiAu3fvYs6cOTh69Cg6d+6M69evq2wzQUS5k0yw+S8RERH9P14xICIiIgkTAyIiIpIwMSAiIiIJEwMiIiKSMDEgIiIiCRMDIiIikjAxICIiIgkTAyIiIpIwMSAiIiIJEwMiIiKSMDEgIiIiCRMDIiIikjAxICIiIsn/AY1YiMlbN2vzAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ],
      "image/png": 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3bh1lZmbmWF+Xv4WuEhISqEqVKgSA/vnnH7XrFGbilJycTC1btiQAZGhoKJwYrly5QmXLlqXvvvuO3r59q3N5H7ONU3aKxOnSpUu0aNEi4TUAKlGiBLVr106ocWrcuDG9fPkyT4nTx2rjpKD4rTx27JhK4qS4uM7LVL58ea3vR5mifZQiMYiNjSW5XE7t27cnIKt9W3Jyss7laVNUiZO/vz8BoMqVK2tM+Js0aUIA6PXr17nu8927d2Rra0tSqZRu3LhBRDkTp7i4OOE7p+58p27/TZo0oUaNGhEAMjU1FeZZW1vr/DndvHmTAFD37t1zLIuLi6PSpUtrTZyuX7+utfx+/foVfeJERDRmzBgCsqqLw8PDiYhowYIFBIBsbW3p+fPnGrdduXKlcLCbmppSrVq1hCRCcSLP/sVQ/vFT1Lw0aNBASOAUNSHZG9QpfqAU/7q4uJCrqyuVLl2aUlJS6M6dO0LVt4mJCdWsWZNq1qwp1CrZ2NjQ1atXVcpcuHCh8EOlLCMjg2xtbQkA3bx5k4j+dwIYPHiwyrr3798XPj/lhvbqTuhNmjShypUrEwAyNjYWvogKih/yZs2akUQiIUNDQ6pWrRo5OjoKZbm7u6vUxCg3Qt2wYYPGv5UuCpo4eXl5kVQqJQ8PDypTpoxwlaHYTvG3c3R0FBqsK6qXlRMnRQ2aptt1W7ZsIQA0b948rYnT1KlThWUlS5akunXrUo0aNYSTrkQiyfGZKRKnzp07U+3atQnIunKuVauW0MBeIpGo/Yzysz+irMaaiu9/iRIlqF69elSyZEkCQJ6ensKPS/bEac+ePcL328jIiKpVq0YVKlQQyvL09MzRGFeXv4WuFLfotCUfhZU4xcfHC7dxGzduTH5+fsKJYevWrVSmTBnhc9+3b59OZeojcbpy5QpVrFiRAFCNGjXot99+o4SEBCIiunr1Krm6ugrH2KeUOG3cuJF+/vlnSk9Pz/VWXceOHYXvpL29vdbYtfnvv//I3NycpFIp+fj4CMdiUFAQxcbGkoeHBwFZt500NaLOC+WkJzU1lb777jutF0m5laFMkTi5uLiQubk5yWQyOnv2LL169YqePn2ao5z69esTAK3NLpTNmTNH5fyknDglJiZS06ZNCQA1bNgwT7V02RuHK+5E2dvb06BBg6hSpUpqp6ZNmxIRUUREBAGgXr165Si7b9++Kgm1usSpV69e5Ofnp3FSnE+LPHFKSEgQDuTGjRvT/fv3hR/jv//+W+N2J0+eJIlEQhKJhGbNmkWpqanCsuDgYKEqcuzYsSrbTZs2jQBQqVKlKDQ0VJhfrVo1at68uZB49e/fX2U7xQ8UAFqyZIkwX9EKX9FGoXv37ionizdv3gjb+vj4qJQZFhZGQNbVa1JSkjA/JCREOEgVjh07RkDWk4jKFPeqPT09VeZrOqHrcqtO8T6Urza2bt0qLFu7dq0w/+jRo8J85c8zPwqaOBkZGdHp06eJiCgzM1O4ranYDgCNHj2a5HI5EZHKExTKidPDhw8J0Hy7rl27dgSA7t27p/FzVvy9ZDIZ/fHHHyq1L9HR0cIVtKOjo8p2yk/4lCpVSuWH882bN9S8eXPhBJ2RkVHg/YWHhwtX1FOmTBF+1DIyMmjhwoUqFxTKidOtW7eE43TkyJEq3/mIiAjhSjF72wJd/ha6mD9/vsqP3sdMnB4+fCjUgHt4eFB0dDSNGzdOODEQZf2OTZgwQfi8xo4dq/L3USd74pSYmKjTLbp169YJZeQ1cVKejIyMyNjYWGVSJNnKky6Jk5mZGS1dupSWLl1Ks2fPLvTESVluiZPiglVRa6L826qL58+f0/Dhw0kikZBUKqU///yTiLLa3ZQoUYIMDQ1p27Zt9O7dO2rYsCEBIAcHB5U2VfmhnPTs2rVLOC6bNm2q9i5IbmUoU06cGjZsSLNmzaIbN26QtbU11apVK8fvnOL8mdt3WOHFixdkZGQktDlSTpyePn1KXl5e5OzsnOeLI3VP1Z0+fZoCAwNVfkuyTw4ODkREdOnSJQJAffr0USlXcbvVzs5OuGOiLnHSdSryxIko6ySv+MFR/JioyxCVKR57Hz9+vNrl9+7dI6lUSjKZjB4/fizMr1evHkkkEuGxfYULFy5QqVKlhPYLVatWpcePHwuT4kRgb2+v9svk7u5OgOrtMoXw8HDy9fWlb7/9VmV+ZmamULOk3EBeUXMwdOhQYV5ycrJQ43Dt2jVhvuLLM3v2bJWyC5I4ubu7q63CVZx8lZNKxYEKgO7evZtjm7woaOKkqYZIsZ2RkZHadjDKZQQGBhLR/664st+ue/fuHRkaGlLdunWJSPPnPH78eDIwMNAY05kzZ4TtlJMO5cRJ3Xfp3LlzwvLbt28XeH/dunUjIKuLCHVGjBihNnFS3ErWdHs2JiZGqFJX7kZDl79FbhQ/era2tsIjwi9fvqQ//vgjR5JRokQJAkBlypTJsUxd9X12mzdvFtoxtGnTRvjssidOCseOHRNqnjt37qz1pJ09cYqPj9fpR1q5WxZdE6devXpRrVq1ckyKRu7a2nKcOHFCa9kfu3G4sgMHDggJuzoZGRlkZmZGNWrUoMGDBxOAXNvTKJw9e5YGDRoklF+uXDk6efKkyjpXrlwha2trsrGxoejoaEpOTlap+Rw4cKDaW9q6yJ703Lx5k7y9vQnIukOgfMGaWxnaGofL5XLhwqpz584E/K/9lsIXX3xBpqameYpf+Tyb/VadXC7X6bZfdtq6I9DF2bNnc5yzFPFVrFiRLl++LBxDorpVpzBq1Cjhy1e2bFm1jaAVnj59KqybvZ2MMsWTAevXr1eZn5ycnKO60MLCgoyNjVWusKVSqTAp5kkkErX7UpyA3N3dadeuXUL1d26+/PLLHImP4uowezstxR9T0e6JiKhChQpqfzgLkjhpelJowoQJBIDatm0rzNu5c6ewH12vijQpaOKU/e+cfTvl25LZZU+cli1bpjYZW79+PQGgpUuXEpHmz5ko60dc04kzPDxc2E65qlzx9zE0NFT7wEJCQoKwXfZ+vfK6v5SUFOGkd+jQIbXb3blzJ0filJqaKiTxmp6IJfrfLRPlvpJ0+VtoIpfLhYa6xsbGFBgYKFwZv3z5kpYuXapT4qGYFMmvOtevXxdOWlKplKZNm6ZyMaEpcVJ8Zorvsre3t8Y2MJoSp0qVKqldX3EyymvitGzZMho1apTaq33FxVD2ZgR5oahxmjt3Ls2dO1e48FOXOGmbckuc1q1bp9KmSZ2rV68KvxG//vorAcg14Zg5cyaVL19eKNfU1JS+++67HIl9ZGQk3b9/n06ePEl37txRWbZjxw6hLz1DQ0MaOnQoPXv2TOt+s1NXWySXy2nJkiXCk8jfffedTmVomhRP1Sm8fv1auHhXThKNjY2pTJkyOcpXPvcW5qQp2Sxo4hQUFESAasP17LQlTh07dqR+/fppnBS1VflNnAo85MrixYuxevVqAMC0adNQokQJjetevXoVQFavqf3799e43pMnTwAAd+/eVZlvYmKCpKQknDlzBrdu3cLdu3dhaGiItLQ0oe8TY2NjNG7cWNjmypUriI2N1dg/x5w5c3DixAncvn0bPXv2hJGRERo2bIhWrVqhffv2Gnsz9vHxwZ49e4T+nF68eIGrV69CJpPBx8dHZV1fX18cPXoUQUFBGD9+PJ4+fYqoqCjY2NgUuLdkZZr6qVCMB6Q8vINyL8AfPnwotBjyI7fel/PSO3OvXr3w/fff47///kNSUhLMzMwAZI0JJpFINPb2rkwmk8HIyAiXLl3C9evXcffuXdy7dw83btxQ+U5mZGTk2NbOzg7GxsY55iv3e5Wenl6g/d29exepqakAoLHnXVdXV1haWiI+Pl6Yd+/ePeE7MGXKFI29Yiv2mf34A/L2t1BYvXo15s6dCyMjI+zevRve3t4qyydNmpRjnKlJkybB399f597wMzMzMXToUGzduhVyuRwVKlTAli1b0Lx5c53jdHV1xdmzZ9G8eXMEBQWhR48e2Lt3b6GO16aLzMxMEBH27t2Ls2fPYuzYsRr7QVL3HcwLU1NToYfot2/fCr2LK9ja2ubaV5KmPnQyMzMxZcoULFu2DCYmJrCystI4VIdisFdPT0+h/6ITJ07Az89P4349PDzw5MkTODs7o1+/fhg9ejTKlCmDZ8+ewd/fH9WrV0flypXRrFkz2NjYIDg4GJUrV1Ypo1evXvD19cWcOXOwevVqHDt2DIsWLdL6fnUhkUjw/fffo169eujWrRuWL18OuVyOX3/9Vet2AwcOxObNm4XXoaGhKuczhVKlSmHhwoUYMWIEJk6ciPDwcMTGxiI1NVVtH2eGhoY69b7+4cMHvH79GiVLltSpr7TCPjbS09Px9u1bpKWlFah8RY/iH0uBEycLCwu1/1dHcYImIp1GQlc+ocfGxmLy5MnYsmULUlJShPmmpqbw9PSEmZkZDh06hDJlyqh0va4Y2kDTQJjVq1fH1atXsWTJEuzcuRMxMTE4ffo0Tp8+jVmzZqFKlSpYtWpVjjGBFMlRaGgoMjIycOTIEQBZHVja2tqqrKvo3PL06dOQy+XCUAutWrXS2sFXXuVlQMxatWpBIpGAiHD9+nW1B6c6YWFhqFWrVqEMvqmQ2/cmt+XKHB0d0ahRI5w/f17oDDM6OhqBgYFo3Lgxypcvr3V7IoK/vz+WLl0qdE4KZCU3NWrUwKBBg7Bp0yaN26tLmtTtoyD7Ux42oGzZshr3Y2VlpZI4KR9PFy9ezDVOdQl1Xv4WCn5+fjh37hy+/vprnTrbyw+ZTAZHR0cYGhpi0qRJ+PHHHzV2rqeNg4MDjhw5giZNmuDt27eIj4/XejH4MVSqVEllLLwqVapoXLdu3bpay1I3dIYuMjIy8OjRI/Tu3Ru9e/fO8/YvX75E//79cfLkSZQoUQL79+/HuHHjcPnyZbXr79u3D0DWb6WjoyNKlCiBY8eOISUlReOYbl27dsXt27eFhOD69euQy+V49uwZ5s+fj+7duyMgIAATJkzA/Pnz0aFDB4SHh6t8h1NSUmBpaQl/f39MmjRJGFarsLRo0QKBgYHw8vLCiRMnEB8fX+CBbRWGDh2KZcuWISIiAgcPHhQ6mFWXZJcuXRq3b9/OtUzFkCvjxo3L1/dGkydPnuD333/HjBkzcvw9k5OTcfz4cezduxf79u3DDz/8gKpVqwLQ7fdUnevXr2sdzuXrr7/Gtm3b8lU2AEjzvWU+KK66S5cuDcq6Tah1UoziTETo1KkTfv/9dxgaGmLChAnYu3cv7t69i4SEBAQGBqJLly4Asno4VVyN68rZ2Rlr1qzBmzdvcOHCBSxbtgwdO3aEkZERIiMj0bZtWzx69Ehlm8qVK8PJyQmJiYm4cuUKjh07BiCrdim7atWqoVy5cnj//j1u3ryJM2fOAPhfQqUPJUqUEK7sFLHnJioqCg0aNICNjY1K79uKcZfkcrna7ZKSkgoWbB4papUU49YFBAQgMzMTX331Va7bzpgxA99//z3evn2Lvn37YuvWrYiIiEBCQgKuXLmCKVOmFGqs+dmf8g+vcmKUXfZlyrVeycnJuR5/un4vcmNgYIBt27Z9tKRJYdasWYiMjMS8efPylTQpVK5cGcHBwQgMDCzypAnISpzc3NyE9+Ds7Aw3NzeVSVGTWrZsWTg5OcHR0RFOTk7ClP3iLTdEJIw79+DBA5QoUQKDBw8WlicnJ2POnDlITU0FEWHx4sUICgrSWN6GDRtw8uRJODs749y5c2jSpInGde/cuYOQkBDUrl0bFSpUgEwmQ/v27REXF4ddu3ZpjVuRNCUnJ6Nnz56oVatWju/9vHnz0LVrV9y7d09lcOOkpCS0b98eHTt2RGxsLMqWLSucsAtT7dq1cfDgQQQGBhZa0gRkHVfjx48HAAQHB+PevXsAoLfe4tWJiYlBly5dULFiRSxYsECoIX358iU2bNiALl26wM7ODl26dMHmzZuRkJCAL774Qjhn5Ddx+tiKNHFSXDm9efMGb9++1bje6dOnce3aNSQkJADIGtTw9OnTAID9+/fD398fXbt2ReXKlSGVSvHhwwfhduHTp0+Fk7q3tzcePnyocT9EhCdPnuDUqVMgIshkMjRo0AATJ07EgQMHcP36ddja2iItLU3tMB2KwThDQ0OF+NQlTgDQunVrAFm3K8+dOwdAv4kTAAwfPhxA1mf64MGDXNdXfMZEhEaNGgnzFVcQmkZ6V9x6LSo9e/aERCLBoUOHkJycjB07dkAqlWodigUA0tLS8MsvvwDISmi2bduGr7/+GrVq1RLeo7bvU17ld3+urq5CjV9ERITasqOionIMaFm5cmVhKJ2bN29qjCssLAzh4eF6v4WbVzKZrMADkCpUqVIlz8nXkydP4O7unmOaN29enso5efIkbt++LYwcf+jQIdy+fVtlUtQQ79+/H0uWLIFcLsfs2bMRFRWFqKgoTJs2Tad9JSYmolu3bihZsiSaNm0KIKsWxs7OTuX3ac6cOZg5cybWrVuHkJAQzJgxAz4+PtixY4facqdOnYpRo0bh/Pnzud4iWrJkCYhI5a7AwIEDAUAYWD43gwcPxp07d9C2bVu1ycnKlSthamqKrVu3CrfKFSfnw4cPo1GjRrh//75O+8qP5s2bo1SpUoVe7oABAxAeHo5ly5YJQ3UVZEDjgsrIyMChQ4cwcuRIAEB0dDT2798Pe3t79O/fHwsWLEDdunXh4OCA4cOHY//+/UhLS0OLFi2wdu1avHz5EgMGDBCS3/xeANWoUQMSiUTjVJDaJqCIEyfF1RIR4bffflO7zrVr1+Dl5YVatWoJt7SUT7y1a9dWWT8hIQGenp5C+yll9+7dw9OnTwFAuGeq7Pnz53ByckKrVq2EMaCUubq6CuMaqavFUiRO+/fvx4sXL2Bra4sGDRqofV+KhOr8+fO4desWXF1d8zQ+l+KWnqZanfwYMmQIXF1dkZ6ejn79+mmtvbh48aJwf37UqFEq978VVcPqfnieP3+O8PDwQotZFw4ODmjSpAkSExPx559/4vTp0/Dy8tJ6WwvIauOh+DHN/j1TUB6pOzMzs0Bx5nd/JiYmQu3N77//rnY7deOwmZubC9/Z7ON+Kbx+/RotWrRA3bp1C/zj8rlJT0/HnTt3ckyvX7/+aPtMSUmBlZUVYmNjMWjQoFzH35PL5ejevTtKliyJ1NRUpKSk4N9//0VKSgq8vLwAAFWrVsWjR4/w008/Acgaz9Lf3x/W1tYYMGAAvLy8cPLkSZiZmQm347IzMDDAqlWrch2jLiIiAps3b4aNjQ0GDBggzG/VqhXc3NwQHh6O3bt3a9yeiDBmzBjs2LEDZcuWxc8//6x2PQcHB8yZMwenT58W2s2sWLECCxYswJAhQ3D79m20bt0a79690xrvp8bCwkL47bhw4QIAfJRaM13s3r0bZcuWRYcOHbB9+3ZIpVK0a9cOe/bswdOnT7Fy5Ups3rwZ4eHhMDY2RocOHbBhwwa8evUKp06dgp+fn3BeUVy0WVlZ5SuWLl26YODAgRqnAieX+WpSng3+v4W9Ln2uKMawkclktHTpUpV+nC5duiQ8bVarVi2hr5jLly8L+5g0aZLKUzJDhgzJ0dJfMXZNcnIylStXTu1TCQqKLuqrV6+u8ph4RkYG/fLLL8LTOYqeVZW9fv1a6JMK0N4Vw9u3b0kqlQqPWWsan0vT01579+4VnhzJ/gRWbk+1zZw5U+NnEBoaSubm5sLTNEePHlXpSyglJYXWrVsnPNqtru8QxdM41tbWKk+M3bhxg+rXry98PpqeqlM8EZedpqfxdClD8SST4smT33//XWW5us85PT1dWN/b21vl6ZynT5+qPL4MQOU7oe2pR02xFmR/yv04TZ8+XaUfp+XLl6s8xaT85EtoaKiw3aRJkyg+Pl5YdufOHaH39bJly6o8YarL3yIvlJ+qU6ewh1xR0PZUna4KowNMRceC2p6qU/RnFBkZSc+ePaP169fTnDlz6JtvvhG6Tsg+yWQyOnPmjPCkorr3uX//fjI0NKQmTZrQTz/9RMHBwZSamqq2A8zU1FShw8jsx9CJEyfIyMiISpUqRS9evMj1PWfvxykpKUkYb2zZsmU51lc8aVauXDm1HTqmpKRQ//79Ccjqu03x26Po+yi3bissLCyoXLlyJJfLhe93q1atdO4DKXucRTFWnSYpKSlkY2NDEolEa+fTudE0Vp0uYmNjycnJiRwdHWnmzJlqh305deoU7dmzJ9en18ePH08AhL641BF1dwREeUuciLJ6GFecTK2srKhevXpCZ5pA1gCG2R8JVfQ/A/yvd2VFr7+GhoZCkgOAtm3bJmyn+HA19UR79+5dKlu2rJAgubi4UN26dYV+ZiQSidqDWkExpAoA2rhxo9b3rehjCMgaAkYdTYnTo0ePhM/M0dGRateuLZxoC5I4EWV1TKZIWIGsXqjr1q1LHh4ewuPrQNYwOuq6m3jz5o2QoAJZfWlVrlyZpFIplS5dmn788cciT5xevnwpdEdhYGBA0dHRKss1fc6rV68W5puZmZGHhwdVrFiRpFIpGRgY0Lx584Tvi3LHeflJnAqyP6KsTlQV79HW1pbq168vnFA9PT2FcrP3MLxlyxbhMWlTU1OqW7cuubm5CWWVLFkyxw/Px0qcQkJC1PZBpK0fJ8WU18fGifSXOCUlJdGbN2/o8ePHdPLkSeFCRNuYXcqJU1pamtAFgVQqJWdnZ2rbti199913tGbNGjp16hRt2rSJzMzMaPny5cJgqprep7ruL7InTpmZmcIJRtNgq4phQNq0aZPrZ6CcOGVkZAhdwdSsWVPlAlpBLpcLCaa6i9KffvqJgKzB5I8dOybMVyROnTt31hiLomfq3r17E1FWgqjoFFPXHuQVCjNx0jQp/3YrLmbDw8OFrk9WrFhBQFYP3wVRkMSJKGuQe3VDNuWVorPisLAwjet8dokTEdHFixepf//+5OTkRMbGxsLQKzNnzlQZgkQhIyODNmzYQA0aNCBbW1syNzcnDw8PMjAwoIkTJ1JmZqaQ7Cj3maH4cA0MDDTG8ubNG5o6dSrVrFmTzM3NycDAgMqWLUtffvklhYSEaH0fisxY3Qkqu+nTpwuJnvKVvjJt/Qtt2bKFKleuTEZGRmRjYyN0EFfQxIko62Bcv349de7cmZycnMjMzIyMjY3JycmJvvrqq1x71339+jV9++23VKFCBTIyMqJy5crRiBEj6NWrV0JSUZSJExEJ/fko91+loO1zPnXqFPn6+tIXX3xBxsbGVLFiRRo5cqTQUaiit3nlzufymzjld38KoaGh1K1bNypZsiQZGRmRu7s7LV68mB4/fizsT12ye/v2bfLz8yMXFxcyNTUlY2Njcnd3pwkTJqitPfhYidPx48e1njC0TfnpsFBfidO///6bI34bGxut46UpJ05EWVf0165d0ziw+eTJk8nBwYGqVasmJGb+/v46x6icOD179kzoz6t69epqf5OJspIbxXG2efNmreUrEqekpCTq0aMHAVnDZGnrR+7evXvCgMbZOwvOyMigiRMn0pUrV1TmK5IiqVSqMelWJObKYyVGRkbSjBkzcvmUciqqseqUKS6QpFKpMMxSfpK+7AqaOOXHhg0baPfu3XTt2jV69uwZ/fPPP2RgYEC2trZaB+FWTpyUR8/Iz9ShQ4c8xSz6oeFLlChBfn5+RJQ1/ptEIhFu1SkMGjSISpYsqY/wGNMLRYeCJiYmwi3vT0lut+o+Fn0lTikpKUKP7CYmJuTh4ZHrkCjZE6fcnDhxQjgRSCQSql+/fp56fVZOnMLCwoSa59zKuHLlCkmlUmrXrp3W9RSJ09q1a4XPQVtHrAqHDh0Sbj1rGsBbmVwup8GDBwu1quommUxG3bp1y9P4a5p8zMTp4sWLZG5unuPi7+DBgzR69Ghq0KABWVpaUqlSpYTOfQtCH4nT2LFj1f6NcotBOXFq2bKlTsMeaZpGjBiRp5hFnzi1a9eO7O3tKT4+Xm3idOXKFTI1NdVY1cyYGPn6+lLt2rXp33//Vbtcces6+1iIn4rPLXFSyMttjLwmTgWV/VbdgwcPNNZuZbdnz55ckxBF4pSZmUl9+vTJdbgZZQEBAdSgQQO1Y1CywqOPxCk0NJRatmxJjo6OZGBgQA4ODvTTTz/leqyou1VXVCRESr3xiVBISAhatmyJ2rVrY9iwYRg5ciSWL1+OqlWr4siRI1izZg3S0tJw6tQpNGvWTN/hMlYoJk6ciJ9//hmurq44cuSIymP4hw4dwldffYX4+Hhs27YNffv21WOkjBUOuVwOqbRIHwRnTC3RJ04AsG3bNowYMQJJSUkgIqFDRiKCkZERVq1apbHncMbE6M2bN/D09MSDBw8glUrh6uoKCwsLPHv2DK9evQIAjBkzRmO3H4wxxvKnWCROQNaJZOvWrQgLC0NMTAwsLS1Rp04d9O/fP9dhNhgTo/j4eGzatAn//PMPHj58iNjYWJQpUwYNGzbE8OHDc4yZyBhjrOCKTeLEGGOMMfax8Q1jxhhjjDEdiT5xkkqlkMlkWidDQ0PY2NigRo0amDBhAmJiYvQdNmOMMcZESPS36nx8fHD37l08e/YMMpkM5cqVg4ODA2JjY3H37l2kp6fD2NgYpqamiI2NBRHB2dkZly9fho2NTZHFKZfL8eLFC1haWgqN1xljjLHCQESIj4/HF198wU8ffmxF3gFCIbt06RKZm5tTjx49KCoqSmVZTEwMDRw4kKysrOjq1auUmJhIy5YtI4lEQlOmTCnSOJ8+fVqgnk154oknnnjiKbcptxEsWMEVixqnDx8+4NKlS2qXZ2Zmom7duihTpgyOHDkCAGjbti2ePHmCW7duFVmcsbGxsLGxwdOnT/M94jNjjDGmTlxcHBwdHfHhwwdYW1vrO5xizUDfARRUaGgoJkyYoHG5TCZDmzZtsHr1amFenTp1cObMmaIIT6C4PWdlZcWJE2OMsY+Cm4J8fKK/EWpkZITnz59rXefx48cwMjISXsvlcpiYmHzs0BhjjDFWzIg+cWrWrBm2bduGEydOqF1+7Ngx7NmzB15eXgCybt0dPXoUlStXLsowGWOMMVYMiP5W3fz583Hy5En4+vqiTZs2aNq0KcqWLYvY2FicPXsW+/fvh6mpKebPnw8iQoMGDXDt2jUeioIxxhhjeSb6xuEAcOnSJQwdOhTXr18HkHWPV/G2atSogU2bNqFOnTp4/PgxKlWqhD59+mDz5s2QyWRFFmNcXBysra0RGxvLbZwYY4wVKj7HFJ1ikTgphIWFISwsDO/fv4eNjQ3q1auHhg0bCsvT09ORnJysly8Vf6kZY4x9LHyOKTqiv1WnrH79+qhfv77G5YaGhjA0NCzCiD6OzEygCCvLGMsVfycZY5+LYpE4paWlITQ0FC9fvkRaWppwm46IkJ6ejpiYGBw7dkxjA3KxkcmAfv2AyEh9R8IYUKUKsG2bvqNgjLGiIfrE6cmTJ/Dy8sKTJ080rkNExa5vi8hI4MoVfUfBGGOMfV5E3x3B5MmT8fjxYzRr1gw//vgjbGxs0KxZM/zwww9o3bo1AMDX1xd3797Vc6SMMcYYEzvR1zgFBwejfv36CAoKAgBERkYiKSkJCxcuBADs2LED/fv3R1JSkh6jZIwxxlhxIPoap7dv38LHx0d4Xb16dYSGhgqve/fujYYNG2LRokX6CI8xxhhjxYjoE6fsgxm6uLjgw4cPePHihTDP09MTp06dKpT9BQUFQSqVYtCgQYVSHmOMMcbEQ/SJU/ny5XHhwgXhtbu7O4gIly5dEuYlJycjPj6+wPuKj4/HoEGDUIy6vmKMMcZYHog+cerduzdOnTqFsWPH4sWLF6hVqxYsLS2xePFivH37FhEREfjnn39QoUKFAu9r/PjxePz4ccGDZowxxpgoiT5xGjVqFBo1aoTVq1fjyJEjMDAwwDfffIPz58+jdOnSqFu3LmJiYjB06NAC7efQoUPYuHEj36JjjDHGPmOif6rOwsICJ0+exLZt21CvXj0AwIIFCyCXy/H3339DJpNh8ODB+O677/K9j5iYGAwbNgzt27fHwIEDsXnz5sIJnjHGGGOiIvrECQBMTU0xbNgw4bWhoSH8/f3h7+9fKOWPGjUKycnJWLduHe7du1coZTLGGGNMfER/q+5j27lzJ3bs2IFffvkFDg4O+g6HMcYYY3pULGqcDh48iNWrVyMqKgqpqalqn3qTSCR48OBBnsp99eoVRo0ahfbt2+e5bVNqaipSU1OF13FxcXnanjHGGGOfHtEnTvv27UP37t0hl8sLvexvvvkGGRkZWLduXZ63XbhwIWbPnl3oMTHGGGNMf0R/q27JkiWQSqXYuHEj3r17B7lcrnHKiy1btuDAgQMYN24ckpOTcf/+fdy/fx/Pnz8HkNWn0/379/HmzRu120+dOhWxsbHC9PTp0wK/V8YYY4zpl4RE3pujmZkZevXqVehPug0aNAhbtmzJdT1dn7KLi4uDtbU1YmNjYWVlVeD46tQBrlwpcDGMFVjt2kB4uL6jYOzzVtjnGKaZ6G/VmZiYoFy5coVe7pgxY9CxY8cc82/evIlZs2bB29sbo0ePLpSONRljjDEmDqJPnJo3b46goKBCL7devXpCv1DKSpYsCQBwcnJCjx49Cn2/jDHGGPt0ib6N04IFC3Djxg1MmTKlUMajY4wxxhjTRPQ1TtOnT4ejoyOWLl0Kf39/lCxZEqampjnWy093BIwxxhhjykSfOP3777/C/zMzM/H69euPuj9vb2+1/UQxxhhjrPgTfeL0MfpvYowxxhhTR/RtnBhjjDHGioroa5wUnjx5gpcvXyItLU24lUZESE9PR0xMDI4ePYqNGzfqOUrGGGOMiZnoE6f379+jQ4cOuHDhQq7rcuLEGGOMsYIQ/a26yZMnIzQ0FJUqVUK/fv1gZmaGmjVrolevXnBzcwMRwdvbG8ePH9d3qIwxxhgTOdHXOB09ehRVqlRBREQEDA0N0blzZxgaGuKff/4BACxduhRz5syBs7OzniNljDHGmNiJvsbp5cuX6NChAwwNDQEANWvWxNmzZ4Xl33//PVxcXLB48WJ9hcgYY4yxYkL0iZOFhQVMTEyE1y4uLoiOjkZ0dLQwr0WLFjh06JA+wmOMMcZYMSL6xKlcuXK4evWq8Nrd3R1EhIiICGGeVCrF27dv9RAdY4wxxooT0SdOXbp0waFDh+Dv74+EhAR4eHjAxMQEK1asgFwux+vXr7Fr1y44OjrqO1TGGGOMiZzoE6dvv/0Wzs7O+OGHH/D333/DxMQEffr0wX///YcSJUqgQoUKePbsGXr37q3vUBljjDEmcqJ/qs7e3h5nz57Fr7/+ipo1awIAfvnlF3z48AH79u2DVCpF3759MW3aND1HyhhjjDGxE33iBGQlT/PmzRNeW1lZYffu3UhKSoJUKlVpPM4YY4wxll/FInHSxMzMTN8hMMYYY6wYEV3iNGfOnHxtJ5FIMGPGjEKOhjHGGGOfE9ElTrNmzYJEIgEAYTBfXXDixBhjjLGCEl3iBGQlTCVKlMCXX34JT09PIZFijDHGGPuYRJc4HThwADt37sS+ffuwYcMGHD16FL169ULv3r1Rr149fYfHGGOMsWJMdP04dejQAVu2bMGbN2+wZ88eeHp6Yu3atWjYsCFcXFwwffp0XL9+Xd9hMsYYY6wYEl3ipGBkZISuXbvin3/+QXR0NLZv3w4PDw/88ssv8PDwQNWqVTFnzhzcvn1b36EyxhhjrJgQbeKkzMTEBD179kRAQADevHmDv/76C66urli4cCGqVasGDw8PLFq0SN9hMsYYY0zkJJSXR9NE5vbt2/Dz88Pp06chkUiQmZmpt1ji4uJgbW2N2NhYWFlZFbi8OnWAK1cKITDGCqh2bSA8XN9RMPZ5K+xzDNNMdI3Dc/PixQsEBARg165dOH/+PORyOWxsbNC1a1d9h8YYY4wxkSsWidOzZ88QEBCAgIAAhIaGQi6Xw9raGv369UOvXr3Qpk0bGBoa6jtMxhhjjImcaBOnJ0+eCMnShQsXQESwtLTEV199hd69e8PX1xdGRkb6DpMxxhhjxYjoEid/f3/s2rULYWFhICJYWFigd+/e6NWrF9q1awdjY2N9h8gYY4yxYkp0idP3338PiUSCMmXKoEePHmjfvj1MTU0BABcuXNC6bfPmzYsiRMYYY4wVU6JLnICsIVdevnyJlStXYuXKlTpvp8+n6hhjjDEmfqJLnAYOHKjvEBhjjDH2mRJd4rRp0yZ9h8AYY4yxz5Toew7v3r07Zs6cqe8wGGOMMfYZEH3idPz4cSQkJOg7DMYYY4x9BkSfONnb2+Ply5f6DoMxxhhjnwHRJ04rVqzAvn37MH78eFy/fh2JiYn6DokxxhhjxZToE6epU6fCzMwMK1asgIeHB6ysrCCTyXJMBgaiawfPGGOMsU+M6LOJuLg4WFhYwMLCQt+hMMYYY6yYE33iFBUVpe8QGGNikZkJyGT6joKx/+HvpOiIPnHq3r07atSogVmzZuk7FMbYp04mA/r1AyIj9R0JY0CVKsC2bfqOguWR6BOn48ePo0KFCvoOgzEmFpGRwJUr+o6CMSZSom8czt0RMMYYY6yoiD5x4u4IGGOMMVZURJ84cXcEjDHGGCsqos8muDsCxhhjjBUV0SdO3B0BY4wxxoqK6G/VMcYYY4wVFdHXOIWEhOi8bvPmzT9iJIwxxhgr7kSfOHl7e0Mikei0bmZm5keOhjHGGGPFmegTpwEDBqhNnJKSknDr1i3cvHkTPj4+6NKlix6iY4wxxlhxIvrEafPmzVqX7927F71798YPP/xQNAExxhhjrNgq9o3Du3Xrhnbt2mH27Nn6DoUxxhhjIlfsEycAqFGjBq7w2FSMMcYYK6DPInE6d+4czM3N9R0GY4wxxkRO9G2c/vzzT7Xz5XI54uPjcfz4cQQHB6Nfv35FHBljjDHGihvRJ06DBg3S2h0BEaFChQpYvHhxEUbFGGOMseJI9InTTz/9pDZxkkgksLCwgIuLC9q0aQMTExM9RMcYY4yx4kT0idOsWbP0HQJjjDHGPhPFtnH469ev9R0CY4wxxooZ0SZOV65cQbdu3RAUFJRjWUZGBlxcXNC8eXNcuHCh6INjjDHGWLEkysTp0KFD8PT0xP79+3H69Okcyx89egSJRIIzZ86gefPm2LFjhx6iZIwxxlhxI7rE6d69e+jevTuICEuWLMGECRNyrFO5cmW8efMGv/32G6RSKYYMGYJHjx7la3+JiYmYOXMmqlSpAmNjY1hZWcHLywv79u0r6FthjDHGmMiILnH6+eefkZaWhr1792LixIkaO7Y0MTHB6NGjERAQgOTkZCxfvjzP+4qLi0PTpk0xZ84cWFhYYNy4cfjqq68QERGBrl27YunSpQV8N4wxxhgTE9ElTidOnIC3tzfatWun0/odOnRAkyZNcOTIkTzva+HChYiIiMDo0aNx8eJFLFmyBOvWrcPNmzdRpkwZTJs2DVFRUXkulzHGGGPiJLrE6enTp6hXr16etqlbty6ePHmS533t2LEDEokE8+fPV+krqly5chg5ciQyMjJw+PDhPJfLGGOMMXESXT9OxsbGWnsKV8fCwgKGhoZ53td3332HmJgYWFtb51hma2sLAIiNjc1zuYwxxhgTJ9ElTs7Ozrh27Vqetrl27RrKli2b5319++23Gpf9+++/AIBatWrluVzGGGOMiZPobtW1adMGJ0+exJ07d3RaPzIyEkeOHIG3t3ehxbB+/XqcOnUKlStXRps2bQqtXMYYY4x92kSXOI0bNw4ymQydO3fGgwcPtK57//59dOnSBUSEkSNHFsr+d+3ahZEjR8LAwAAbNmyATCZTu15qairi4uJUJsYYY4yJm+hu1Tk4OGD16tUYMmQIatSogX79+qF9+/ZwdXWFmZkZ4uPjcffuXRw5cgTbt29HUlISZs+eDQ8PjwLve/369Rg1ahTkcjk2b96M5s2ba1x34cKFmD17doH3yRhjjLFPCInUP//8QzY2NiSRSEgqleaYJBIJ2dnZ0R9//FHgfWVmZtLkyZMJABkaGtJff/2V6zYpKSkUGxsrTE+fPiUAFBsbW+B4iIhq1yYCeOJJ/1Pt2oXylS46fPDw9KlMhXjwxMbGUmGeY5hmoqtxUvjqq6/QoUMHbNmyBYGBgXj06BESEhJgZWUFd3d3+Pj4oFevXjAzMyvQftLS0vD1119j165dsLGxwa5du+Dj45PrdsbGxjA2Ni7QvhljjDH2aRFt4gQAlpaWGDNmDMaMGfNRys/MzESvXr2wb98+VKxYEYcOHYKbm9tH2RdjjDHGPn2iTpw+tnnz5mHfvn1wdnbG6dOn8cUXX+g7JMYYY4zpUbFInCIiIvDnn3/iwYMHSEhIABHlWEcikeDkyZM6lxkTE4Nly5YByOp5/I8//lC7XvPmzbU2EmeMMcZY8SH6xCkwMBBt27ZFRkaG2oRJIa+9jYeGhiIhIQEAEBAQgICAALXrzZw5kxMnxhhj7DMh+sRp3rx5SE9Px+TJk9G9e3fY29sXSrnt27fXmogxxhhj7PMj+sQpLCwMX375JRYuXKjvUBhjjDFWzImu53B1XF1d9R0CY4wxxj4Dok+cGjZsiLNnz+o7DMYYY4x9BkSfOM2aNQvnz5/HwoULIZfL9R0OY4wxxoox0bVxatmyZY55lpaWmD59OpYtWwZXV1eYmprmWCev3REwxhhjjGUnusQpKChI47L379/jwoULapfltTsCxhhjjLHsRJc4PXr0SN8hMMYYY+wzJbrEycnJKc/bpKenIyoqqvCDYYwxxthnRfSNw2UyWa59OM2ZMwd169YtoogYY4wxVlyJrsYpOjoaycnJwmsiwvv37/HkyRO16yclJeHSpUv8xB1jjDHGCkx0idPu3bsxevRo4bVEIoG/vz/8/f21btesWbOPHRpjjDHGijnRJU5+fn4ICgrC69evAQAhISFwcnJS2/ZJIpHAyMgIzs7OmDp1alGHyhhjjLFiRnSJk0Qiwfbt24XXUqkUw4YNw7Rp0/QYFWOMMcY+B6JLnLLjtkuMMcYYKyqiS5xCQkLg7OwMR0dH4bWumjdv/rHCYowxxthnQHSJk7e3N+bNmyfcmvP29ta5V/DMzMyPGRpjjDHGijnRJU4DBgxArVq1VF7zcCqMMcYYKwqiS5w2b96s9TVjjDHG2Mciup7De/XqhY0bN2rs8JIxxhhj7GMRXY1TQEAAdu/eDQCoXLky2rRpgzZt2qBFixYwNzfXc3SMMcYYK85ElzgdOHAAISEhCAkJQXh4OFauXIlVq1bB0NAQjRs3FhIpHpuOMcYYY4VNdIlThw4d0KFDBwBAcnIyzp07h+DgYAQHB+PChQsIDg7G9OnTUaJECfj4+AiJlIODg54jZ4wxxpjYiS5xUmZqaopWrVqhVatWAIC0tDRcuHABISEhOHPmDI4cOYKdO3cCAKpUqYIbN27oM1zGGGOMiZyoE6fsjIyM0KxZM9SsWRN16tRBs2bNEBAQgIiICERGRuo7PMYYY4yJXLFInNLS0hASEoKjR4/i1KlTuHbtGuRyOYgITk5OGD58OHx9ffUdJmOMMcZETrSJ0507d3DkyBEcPXoUISEhSE5OBhHBwsIC7dq1E9o2ubq66jtUxhhjjBUTokuc/Pz8cPToUTx9+hREBIlEgtq1a8PX1xdt2rRBkyZNYGAgurfFGGOMMREQXYaxfv16GBoaonfv3ujSpQt8fHxgZ2en77AYY4wx9hkQXeIEAOnp6di9ezcePHiAGzduoG3btmjUqBFkMpm+Q2OMMcZYMSa6IVdev36NP//8Ez169MDDhw8xf/58NG/eHHZ2dujevTt+//13REVF6TtMxhhjjBVDoqtxsre3x9dff42vv/4aRISwsDAcOnQIhw8fxr59+7B3715IJBK4uLjA19cXvr6+aNGiBczMzPQdOmOMMcZETnQ1TsokEgkaNGiAWbNm4cKFC3jz5g3++usv9O3bF/Hx8Vi5ciU6d+4s9CLOGGOMMVYQok6csitRogT69u2LrVu34uLFi1i4cCGcnZ2RlpaGwMBAfYfHGGOMMZET3a06TSIjI3H69GmcOXMGZ86cwePHjwFk1UrVq1cPrVu31nOEjDHGGBM7USZOGRkZuHTpEs6cOYPTp0/j3LlziImJAREBAFxcXODn5wcfHx+0bNkSNjY2+g2YMcYYY8WC6BKnFi1a4OLFi0hJSRESpVKlSqF3797w8fFB69at4ejoqOcoGWOMMVYciS5xCg4Ohrm5OXx9feHj4wMfHx/UrFlT32Exxhhj7DMgusQpKCgIjRs3hqGhob5DYYwxxthnRnSJU/PmzdXOl8vlkEr/95Dg6dOnERoaCgcHB/Ts2ZMTLcYYY4wVWLHojmDBggUoVaoUEhMTAQDr1q2Dt7c3pkyZgv79+6Np06ZITk7Wc5SMMcYYEzvRJ05btmzB9OnTYWRkhA8fPiAzMxMzZsyATCbD3LlzMXDgQISFheHXX3/Vd6iMMcYYEznR3arL7vfff0elSpUQHh4OS0tLBAYGIjo6GgMGDMC0adMAAFFRUdi+fTumTJmi52gZY4wxJmair3G6e/cuunXrBktLSwDAsWPHIJFI0L59e2Gdxo0b4+HDh/oKkTHGGGPFhOgTp9TUVJWG38eOHQMAeHt7C/OSk5NhYmJS1KExxhhjrJgRfeJUqVIlBAcHAwAePnyIiIgIeHh4oFSpUgCyEqv9+/fDxcVFn2EyxhhjrBgQfeI0aNAgnDt3Di1btkTbtm0BAMOHDwcAHDhwAI0aNcKjR48wdOhQfYbJGGOMsWJA9I3DR48ejcuXL+Pvv/+GRCLB0KFD4efnBwAIDQ3F1atXMWbMGAwZMkTPkTLGGGNM7ESfOEVHR2Pr1q1YtWoVDAwMYGZmJiwbOHAghg0bBmdnZz1GyBhjjLHiQvSJU+fOneHi4oLt27fnWObq6qqHiBhjjDFWXIm+jdOtW7dQsWJFfYfBGGOMsc+A6BOnmjVr4syZM8jMzNR3KIwxxhgr5kR/q2758uXo2bMnGjdujP79+6NixYpCZ5jZaRogmDHGGGNMF6JPnDw9PSGRSPD8+XNcvnxZ67pcK8UYY4yxghB94jRgwABIJBJ9h8EYY4yxz4DoE6fNmzfrOwTGGGOMfSZE3zhcV4mJifoOgTHGGGMiJ/oaJwC4ceMG9uzZg5cvXyItLQ1EBAAgIqSnpyMmJgahoaGIiYnRc6SMMcYYEzPRJ04hISFo3bo1MjIyQESQSCRC4gRAeF2uXDk9RskYY4yx4kD0t+pmz56NjIwM/Pjjjzh+/DicnJzQq1cvHD58GAsWLEDJkiXRoUMHPHnyRN+hMsYYY0zkRJ84XblyBZ06dcKcOXPQqlUreHl54enTp/D19cWUKVNw8uRJHDlyBPv3789X+USEdevWwcPDA6amprC3t0fv3r3x4MGDQn4njDHGGPvUiT5xSkhIgIeHh/C6SpUquHLlinC7rnr16ujcuTNWrlyZr/InTJgAPz8/yOVyjB8/Hr6+vtizZw/q1auHu3fvFsZbYIwxxphIiD5xKlWqFBISEoTXLi4uSE1Nxb1794R5VapUwcWLF/NcdlhYGJYvX46mTZvi0qVLWLBgAf766y8EBATgw4cPGDduXKG8B8YYY4yJg+gTJzc3Nxw+fBjp6ekAsmqYiAhnzpwR1nn8+HG+Oslcv349AGDWrFkwMjIS5nfp0gUNGjTAkSNH8Pz58wK+A8YYY4yJhegTp6FDhyIyMhKenp64ePEiXF1dUb58ecycORMBAQFYvnw5du7ciWrVquW57MDAQBgZGaFZs2Y5lrVp0wYAEBQUVNC3wBhjjDGREH3i1LdvX4wdOxaXL1/G/fv3AQAzZszA8+fP0bt3b0ycOBEZGRmYNm1anspNT0/Ho0eP4OTkpFLbpODu7g4A3M6JMcYY+4yIvh8nAPj1118xduxYmJubA8iqhSpVqhS2bdsGAwMDDBo0CD4+Pnkq88OHD8jMzISdnZ3a5TY2NgCAd+/eFSh2xhhjjIlHsUicgKxG4co6deqETp065bu8lJQUAFBb2wQApqamAIDk5GS1y1NTU5Gamiq8jo2NBQDExcXlOyZlLi5AZmahFMVYgbi4AIX0tS4afPCwT0UhHjyKc4tyB9Ds4yg2idO5c+cQEBCA+/fv44cffkDTpk3x22+/oWXLlvlq32RiYgJAe2IE/C+Bym7hwoWYPXt2jvmOjo55joWxT9m1a8CuXfqOgjER+ggHT3x8PKytrQu1TKaqWCRO06ZNw+LFi4UhVwYNGgQAmDNnDsaPH48FCxbghx9+yFOZ1tbWkEqlQk1RdopbdJpu5U2dOhUTJkwQXsvlcsTExMDOzi5fT/ixwhcXFwdHR0c8ffoUVlZW+g6HMVHg4+bTRESIj4/HF198oe9Qij3RJ0579uzBokWLMGDAAHTu3Bk9evQQlq1cuRLTp0/H1KlTUbVqVXTs2FHnco2MjODs7IxHjx4hPT0dhoaGKssVDdHd3NzUbm9sbAxjY2OVeYp2UezTYmVlxScAxvKIj5tPD9c0FQ3RP1W3atUquLu7Y/PmzahVq5bKst69e+PixYsoXbo0/P3981y2l5cX0tPT1XY5cOzYMUgkEnh7e+czcsYYY4yJjegTp/DwcLRr107jcltbW/Tu3Rs3btzIc9lDhw4FAMycOVPoYBMADhw4gPPnz6N9+/ZcLcoYY4x9RkR/qy4tLQ0ymUzrOoaGhhobeWvj6emJESNGYO3atfDw8ECnTp3w+vVr/P333yhZsiR+/fXX/IbNPgHGxsaYOXNmjluqjDHN+LhhnzvR1zhVrlwZISEhGpenpqZiz549Gtsi5WbVqlVYsWIFJBIJli9fjgMHDuDLL7/ExYsXUalSpfyGzfIoLCwM1atXx86dOwulvA8fPsDY2BizZs3iEwBjeZCcnMzHDfusib7GqX///vj++++xYMEC9OzZEwCEp9auX7+OcePG4dGjR1i2bFm+ypdKpRg7dizGjh1baDGzvEtMTMTNmzcRExNT4LJWr16N6dOn459//oGvr6/O261du1bjMmtra/Tp06fAsTH2KeNjhzEAJHLp6enUrl07kkgkZGtrS1KplCpXrkwODg4klUpJIpGQj48Ppaen6ztUVgCBgYEEgNasWVPgsl6+fEl169YlY2Njunz5ss7bAdA4VapUiYiI3NzcNK7j5ORU4NgZU+f69etav5+apoEDB+ZpP3zsMEYk+honAwMD/Pfff1i9ejXWrl2L2NhYoauASpUqYdiwYZg4cSIMDET/Vj8LMTEx+Pnnn3PMf/z4MQBg//79ePbsWY7lQ4cOhbOzs/B63bp1ePjwocb9eHh44PLly+jbty+6du2qcb2ePXuibt26AIBHjx7B19cXtra22L59OwDgq6++QnR0NIKDg4Vtypcvj/79+6uUs2PHDpUHDBgrTPb29pg8ebLO6xMRlixZonYZHzuM5ULfmVteLVmyROvyxMREev78OcXFxRVRRKww3bt3L19XzoGBgSrleHl55auc7NOmTZtUyq1WrRp5eXmp7MfNzU147ebmprJcoUOHDnzVzD4Z6enpGmuc+NhhTDvRVcNMnjwZBw4cwJ9//okKFSrkWG5mZgYzM7OiD4wVChcXF7VjLQUFBaFFixZYs2YNRowYkWs5yn1vtWrVCm3btoWZmRnGjRsHuVyOzp07Y+rUqXj37h1++OEH3Lx5E7/++ivCw8Ph5eWFwYMHayz70aNHmD59uvB/TcPuMCZGfOwwpp3oEqc6dergzJkzqFmzJvz9/TF8+HB9h8Q+ccHBwXB2dsaGDRvQq1cvLFu2DEuXLsW+ffsAAA4ODjhw4AA6duwIiUQCAwMDrT/+T548wfz584XX+X1ik7HCdO/ePQQHB6NDhw4oW7ZsoZTJxw5jOYmuO4KLFy9iwYIFSE9Px4gRI9CxY0e8evVK32ExEbhz5w5+/vlnbNu2DUQEGxsbSKVSvH//Hg8ePNC5HC8vLxARiAheXl4fMWLGdHf27FkMHz4cd+7cKfSy+dhh7H9EV+MklUoxZcoUdO3aFcOGDcOhQ4dQo0YNrF69WuiOgInTqVOncOrUKbXLcmscDgBVq1ZF37591S4jIsyYMQO7du1C1apVMWXKFAwZMgRRUVEYMGAAvvvuO5QpU0anODMzM5GQkCD8n7FPyZo1a3Dw4EGt66i7Ha5tXT52GFOir8ZVhWXlypVkZWVFUqmU+vbtS+/fv9d3SCyfZs6cWaDGqF26dFFbrkwmU1lPJpOpTFKpVGX50KFDNcZYrVq1HPvlBq7sU7Bp06ZC746Ajx3GchJdjVN2o0ePRteuXTFu3Dhs374dhw4dgq2tbY71JBJJnqqUWdGbNWsWZs2apTLv4MGD6Ny5Mzw8PHDlyhU0bNgQFy5cwOHDh9G2bdtcy/z666+RmZmJH3/8UWX+zz//jPLly6t9nLpBgwZay3R1dcX3338PAFi6dGmO5cHBwUInrMqcnJxyjZexggoMDMx18PGMjAwYGhpqXYePHcbUE33iBGT9CABZVcqxsbGIjY3NsY66g5F92qKiojBo0CCUK1cOK1asQLNmzTBgwAAkJSVh+PDhuH79OmxsbNRuK5fLIZfLcf/+fVSrVg3z5s1TWb527VpUrVoVixYtynNcZcuWxbBhwwAAf/31l0obu5EjRyI6OlrtduoSesb0wcDAAO/fv4eRkVGOZXzsMKadqBMnIsIvv/yCn376CcnJyXB1dcXq1at5DLli4PHjx2jRogVSUlLw33//wdzcHEBWG7fVq1ejZcuW6NChA44dOyYsUzZt2jQsXrxYeK0ucd67d6/GhNrPz0/rMBHKYmNjMWXKFNSvXx/jxo0T4ndycgIR4d69e3B1ddWpLMaKiqaLDj52GNNOtInTzZs3MXToUISFhUEikWD8+PGYN28eTExM9B0aK6DLly/jyy+/xOvXr3Hw4EE0bNgQN27cEJY3bdoU69atw+DBg9GuXTsEBASgVKlSKmX4+PjAxMQEGzZsQFpaGkaNGqWyfMmSJXB0dETPnj1x/vx51K9fHwYGBiAiLFiwQGt8r1+/xrRp0xASEoILFy4gIyMDq1atEk4WiluK+/btw/nz57Fw4UKsWbNGuNJm7FNy7949xMbGol69egD42GEsV/psYJUf6enpNGvWLDI2NiaJREJubm507tw5fYfFCoFcLqfVq1eTsbExlSxZUqU3cMVYXMpj1a1cuZIMDAyobNmydPz4cbVlNmzYkKpVq5Zjvp2dHXXp0oWuXr1KxsbG1KlTJ0pPTxd6VPbz81NZ/+jRo+Th4UEGBgZCI9kGDRpQ6dKlqVKlSsJYiOnp6VSnTh0qUaIExcXFUXJyMvXo0YOkUint2rWrED4lxtRTNA7P3ot+blauXEkAaN++fSrz+dhhTD3R9eNUp04dzJkzBxkZGZg4cSKuXr2Kxo0b6zssVkDXr19H06ZNMWrUKFSrVg1hYWG5NnAdPXo0Tpw4AblcjtatW6Nz5864deuW1m2SkpJw584dZGRkIDIyEv7+/rCyssKBAwcwYcIEjdu1bNkSbm5uGDt2LA4cOICYmBhcuHAB7u7uMDAwEMZCnDFjBsLDw7FixQpYWlrCxMQEf//9N1q3bo3Bgwd/lD52GCuIixcvQiKR5Nqwm48dxv6fvjO3vJJIJOTu7k7nz5/XdyisEJ09e5ZsbW1p0aJFwhWoMnU1TgofPnygqVOnkpmZWY4rU+Wr5r59+6o8Cm1kZEQ1atSgPn36UIsWLUgikdCtW7fUXjVrojze1tKlSwkADRs2LMd60dHRVKZMGWrQoAFlZGToVDZjebF161YCQOvWrdN5m/DwcLKwsKBmzZrlWMbHDmPqiS5x+v777yklJUXfYbCPICkpSeMybYmTwocPH3LMU/7xj4mJoTlz5tCuXbsoMjJSJUGbN28eeXp60pgxYwgAjRkzRqeYFT/+GzZsIAD01Vdfafxx3759OwGgjRs36lQ2Y3lx69Ytkkgkee7LycjIiE6ePJmjPD52GFNPdI3DlyxZou8Q2EeibcBPXbqTsLa21rrc1tYWM2bMULusTJkyOHfuHM6dOwd7e3v06dMn1/0pGzp0KBwdHdGmTRuN6/Tu3Rvv3r1D//7981Q2Y7qoUqUKDh06hMOHDyM1NVWnbUqXLo1u3brBw8ND63p87DD2PxKiPPS9z5ieERH3ycUYY0xvRNc4nH3eOGlijDGmT5w4McYYY4zpiBMnxhhjjDEdceLEGGOMMaYjTpwYY4wxxnTEiRNjjDHGmI44cWKMMcYY0xEnTowxxhhjOuLEiTGWq7lz50IikcDMzAwfPnzQuN7JkycRFBSUY/7OnTtx/fp1nfcnkUhQoUIFlXmvXr3CqlWrVObNmjULEokEmzdv1rlsxhgrCE6cGGNaERE2b94MGxsbJCcnY8uWLWrXW7t2LXx8fBAVFaUyf8qUKcKQGbqaO3cuJk2aJLx+8+YN3NzcsGvXLpX1WrZsiblz56JOnTq6vyHGGCsATpwYY1oFBwfj4cOHmDBhAkxNTfH777+rXe/Vq1d5mq/N9OnTMWbMGOF1UlIS4uLicqzXvHlzTJ8+HTVr1szzPhhjLD84cWKMafXHH38AADp16oR27dohMjISwcHBeo6KMcb0gxMnxphGcXFx2L17N8qWLYtatWrh66+/BpB1W06Zt7c3Zs+eDQAYPHgwJBIJgoKCUKFCBeHWXosWLSCRSIRbeRKJBB07dsTGjRtRtmxZ2NjYYOzYscIyRRunzZs3w9nZGUBW7ZdEIsGgQYMAaG7j9OTJE/j5+aF8+fIwMjJC2bJl0a9fP9y6dUtlvaCgIEgkEixfvhz79++Hp6cnzM3NYWtri65du+LatWuF8jkyxooPA30HwBj7dO3YsQNJSUkYOXIkJBIJOnTogBIlSmDPnj2Ijo6Gvb09AGDo0KGQSqUIDAzEl19+idq1a8PZ2RmTJk3CH3/8gStXrmDIkCFwdnaGra2tUH54eDiOHz+OAQMGwMDAAO7u7jliqFOnDiZOnAh/f39UqFABQ4cORa1atTTGfPnyZbRu3RofPnxAly5dULVqVdy6dQvbt2/H3r17sXfvXvj6+uZ4n5cuXUKnTp3QokULXLx4Efv27UNQUBBu3LiBcuXKFdInyhgTPWKMMQ0aNWpEACgiIkKYN2rUKAJAixYtUll35syZBIA2bdqkMn/gwIEEgAIDA1XmAyAA5O/vn2O/AMjJyUl4/ejRIwJAXl5eWveZmZlJrq6uBIB27typsu6xY8dIJpORnZ0dxcXFERFRYGCgEMeBAwdU1h8wYAABoIULF2r6eBhjnyG+VccYU+v27dsIDQ1F9erVVWp4BgwYAABYt24diKhA+5BIJBg8eHCBylB29uxZ3L17Fy1atEDPnj1VlrVu3RoDBgzAu3fvsGfPHpVldevWRceOHVXmdenSBQByPCXIGPu8ceLEGFNL0Si8f//+KvMbNmwId3d3PHz4EMeOHSvQPmxtbVVu3RVUREQEgKyn7dRRzFesp1CpUiW1sQFAampqocXHGBM/TpwYYzlkZGRg69atAIDJkydDIpGoTLdv3waQs5F4XllaWhY4VmWxsbEAgDJlyqhdrpifmJioMt/U1DTHuhKJBAAKXKvGGCteuHE4YyyHw4cP49WrV3B3d8/RkBrISiZWrVqFAwcO4Pnz53BwcNBDlDlZW1sD0Nx31IsXLwAANjY2RRUSY6yY4cSJMZaD4jbd1KlThTZN2UVFRWH//v3YsGEDZs6cKdTQZKdpfl7oWoaiLZamfqZOnjwJAKhdu3aBY2KMfZ74Vh1jTEV0dDT+++8/WFhYoHv37hrXGz58OABgw4YNyMzMhJGREYCsXr6VaZqfF7qW0aRJE7i4uCAoKAh//vmnyrILFy5gx44dsLOzQ6dOnfIdC2Ps88aJE2NMxdatW5Geno4ePXrA3Nxc43rt2rWDg4MDnj17hoMHDwqdVK5cuRIzZswQOptUzJ87dy5mzJiRryFY7O3tYW5ujoiICEycOBF//fWX2vVkMhn+/vtv2NraYuDAgWjbti2mTZuGgQMHwsvLC8bGxti2bRssLCzyHANjjAGcODHGstm0aRMACL1zayKTyTBkyBAAWY3Ev/zySwwYMAAvXrzAkiVLcOHCBQCAn58fOnbsiOvXr2PZsmW4ceNGnmMyMDDA77//DgcHB6xYsUKIUZ369evj6tWrGDlyJG7duoVly5bh+PHj6NOnDyIiItS22WKMMV1JiB8ZYYwxxhjTCdc4McYYY4zpiBMnxhhjjDEdceLEGGOMMaYjTpwYY4wxxnTEiRNjjDHGmI44cWKMMcYY0xEnTowxxhhjOuLEiTHGGGNMR5w4McYYY4zpiBMnxhhjjDEdceLEGGOMMaYjTpwYY4wxxnTEiRNjjDHGmI7+D1/6UvTCoJdNAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 39
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-27T02:39:11.555846Z",
     "start_time": "2025-10-27T02:39:11.552464Z"
    }
   },
   "cell_type": "code",
   "source": "num_cols",
   "id": "2e3b878f3ec6fa4f",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Attrition', 'Age', 'DistanceFromHome', 'Education', 'EmployeeNumber',\n",
       "       'EnvironmentSatisfaction', 'JobInvolvement', 'JobLevel',\n",
       "       'JobSatisfaction', 'MonthlyIncome', 'NumCompaniesWorked',\n",
       "       'PercentSalaryHike', 'PerformanceRating', 'RelationshipSatisfaction',\n",
       "       'StandardHours', 'StockOptionLevel', 'TotalWorkingYears',\n",
       "       'TrainingTimesLastYear', 'WorkLifeBalance', 'YearsAtCompany',\n",
       "       'YearsInCurrentRole', 'YearsSinceLastPromotion',\n",
       "       'YearsWithCurrManager'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 38
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 31,
   "source": [
    "# Attrition均衡分析\n",
    "attr = data.Attrition.value_counts()\n",
    "# 获取 x 和 y\n",
    "x = attr.index\n",
    "y = attr.values\n",
    "\n",
    "# 绘制柱状图\n",
    "plt.bar(x, y, color=['steelblue', 'lightcoral'])\n",
    "plt.title(\"员工离职情况分布\")\n",
    "plt.xlabel(\"Attrition\")\n",
    "plt.ylabel(\"人数\")\n",
    "plt.xticks([0, 1], ['未离职', '已离职'])\n",
    "plt.savefig(get_path(\"reports\", \"img\",\"员工离职情况分布.png\"))\n",
    "plt.show()"
   ],
   "id": "841a629c234382f3"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-27T02:49:25.035100Z",
     "start_time": "2025-10-27T02:49:25.027074Z"
    }
   },
   "cell_type": "code",
   "source": "pd.crosstab(data['JobRole'], data['Attrition'])",
   "id": "514f27553aa934e8",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Attrition                    0   1\n",
       "JobRole                           \n",
       "Healthcare Representative   95   5\n",
       "Human Resources             24   9\n",
       "Laboratory Technician      162  43\n",
       "Manager                     75   5\n",
       "Manufacturing Director      93   8\n",
       "Research Director           54   2\n",
       "Research Scientist         180  41\n",
       "Sales Executive            205  42\n",
       "Sales Representative        34  23"
      ],
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Attrition</th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JobRole</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Healthcare Representative</th>\n",
       "      <td>95</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Human Resources</th>\n",
       "      <td>24</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Laboratory Technician</th>\n",
       "      <td>162</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Manager</th>\n",
       "      <td>75</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Manufacturing Director</th>\n",
       "      <td>93</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Research Director</th>\n",
       "      <td>54</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Research Scientist</th>\n",
       "      <td>180</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sales Executive</th>\n",
       "      <td>205</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sales Representative</th>\n",
       "      <td>34</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 48
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 49,
   "source": [
    "# 选取类别型列\n",
    "cat_cols = data.select_dtypes(include='object').columns\n",
    "width = 0.4\n",
    "\n",
    "for col in cat_cols:\n",
    "    crosstab = pd.crosstab(data[col], data['Attrition'])\n",
    "    x = range(len(crosstab.index))\n",
    "    plt.figure(figsize=(5,3))\n",
    "    plt.bar([p -0.2 for p in x],crosstab[0],width = 0.4,color='b',label = '未离职')\n",
    "    plt.bar([p +0.2 for p in x],crosstab[1],width = 0.4,color='y',label = '已离职')\n",
    "    plt.xticks(x, crosstab.index, rotation=45)\n",
    "    plt.ylabel(\"人数\")\n",
    "    plt.title(f\"{col}的离职情况（人数）\")\n",
    "    plt.legend()\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "\n",
    "# for col in cat_cols:\n",
    "#     plt.figure(figsize=(8,4))\n",
    "#     counts = data[col].value_counts()\n",
    "#     x = counts.index\n",
    "#     y = counts.values\n",
    "# \n",
    "#     plt.bar(x, y, color='g', edgecolor='w')\n",
    "#     plt.title(f\"{col} 分布\")\n",
    "#     plt.xlabel(col)\n",
    "#     plt.ylabel(\"数量\")\n",
    "# \n",
    "#     # 在每个柱顶显示数值\n",
    "#     for i, v in enumerate(y):\n",
    "#         plt.text(i, v + 1, str(v), ha='center', fontsize=9)\n",
    "# \n",
    "#     plt.xticks(rotation=45)\n",
    "#     plt.tight_layout()\n",
    "#     plt.show()\n"
   ],
   "id": "6c6dd242a424b1de"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-27T03:46:55.530197Z",
     "start_time": "2025-10-27T03:46:55.523236Z"
    }
   },
   "cell_type": "code",
   "source": "data.columns",
   "id": "918c570f45755a29",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Attrition', 'Age', 'BusinessTravel', 'Department', 'DistanceFromHome',\n",
       "       'Education', 'EducationField', 'EmployeeNumber',\n",
       "       'EnvironmentSatisfaction', 'Gender', 'JobInvolvement', 'JobLevel',\n",
       "       'JobRole', 'JobSatisfaction', 'MaritalStatus', 'MonthlyIncome',\n",
       "       'NumCompaniesWorked', 'Over18', 'OverTime', 'PercentSalaryHike',\n",
       "       'PerformanceRating', 'RelationshipSatisfaction', 'StandardHours',\n",
       "       'StockOptionLevel', 'TotalWorkingYears', 'TrainingTimesLastYear',\n",
       "       'WorkLifeBalance', 'YearsAtCompany', 'YearsInCurrentRole',\n",
       "       'YearsSinceLastPromotion', 'YearsWithCurrManager'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 4
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-27T10:44:55.473224Z",
     "start_time": "2025-10-27T10:44:55.457319Z"
    }
   },
   "cell_type": "code",
   "source": "data.info()",
   "id": "d7d5afd6a8192207",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1100 entries, 0 to 1099\n",
      "Data columns (total 31 columns):\n",
      " #   Column                    Non-Null Count  Dtype \n",
      "---  ------                    --------------  ----- \n",
      " 0   Attrition                 1100 non-null   int64 \n",
      " 1   Age                       1100 non-null   int64 \n",
      " 2   BusinessTravel            1100 non-null   object\n",
      " 3   Department                1100 non-null   object\n",
      " 4   DistanceFromHome          1100 non-null   int64 \n",
      " 5   Education                 1100 non-null   int64 \n",
      " 6   EducationField            1100 non-null   object\n",
      " 7   EmployeeNumber            1100 non-null   int64 \n",
      " 8   EnvironmentSatisfaction   1100 non-null   int64 \n",
      " 9   Gender                    1100 non-null   object\n",
      " 10  JobInvolvement            1100 non-null   int64 \n",
      " 11  JobLevel                  1100 non-null   int64 \n",
      " 12  JobRole                   1100 non-null   object\n",
      " 13  JobSatisfaction           1100 non-null   int64 \n",
      " 14  MaritalStatus             1100 non-null   object\n",
      " 15  MonthlyIncome             1100 non-null   int64 \n",
      " 16  NumCompaniesWorked        1100 non-null   int64 \n",
      " 17  Over18                    1100 non-null   object\n",
      " 18  OverTime                  1100 non-null   object\n",
      " 19  PercentSalaryHike         1100 non-null   int64 \n",
      " 20  PerformanceRating         1100 non-null   int64 \n",
      " 21  RelationshipSatisfaction  1100 non-null   int64 \n",
      " 22  StandardHours             1100 non-null   int64 \n",
      " 23  StockOptionLevel          1100 non-null   int64 \n",
      " 24  TotalWorkingYears         1100 non-null   int64 \n",
      " 25  TrainingTimesLastYear     1100 non-null   int64 \n",
      " 26  WorkLifeBalance           1100 non-null   int64 \n",
      " 27  YearsAtCompany            1100 non-null   int64 \n",
      " 28  YearsInCurrentRole        1100 non-null   int64 \n",
      " 29  YearsSinceLastPromotion   1100 non-null   int64 \n",
      " 30  YearsWithCurrManager      1100 non-null   int64 \n",
      "dtypes: int64(23), object(8)\n",
      "memory usage: 266.5+ KB\n"
     ]
    }
   ],
   "execution_count": 6
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-27T10:56:47.043634Z",
     "start_time": "2025-10-27T10:56:47.014440Z"
    }
   },
   "cell_type": "code",
   "source": "data.describe()",
   "id": "d2f1a274ac8aa661",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "         Attrition          Age  DistanceFromHome    Education  \\\n",
       "count  1100.000000  1100.000000       1100.000000  1100.000000   \n",
       "mean      0.161818    36.999091          9.427273     2.922727   \n",
       "std       0.368451     9.037230          8.196694     1.022242   \n",
       "min       0.000000    18.000000          1.000000     1.000000   \n",
       "25%       0.000000    30.000000          2.000000     2.000000   \n",
       "50%       0.000000    36.000000          7.000000     3.000000   \n",
       "75%       0.000000    43.000000         15.000000     4.000000   \n",
       "max       1.000000    60.000000         29.000000     5.000000   \n",
       "\n",
       "       EmployeeNumber  EnvironmentSatisfaction  JobInvolvement     JobLevel  \\\n",
       "count     1100.000000              1100.000000     1100.000000  1100.000000   \n",
       "mean      1028.157273                 2.725455        2.730909     2.054545   \n",
       "std        598.915204                 1.098053        0.706366     1.107805   \n",
       "min          1.000000                 1.000000        1.000000     1.000000   \n",
       "25%        504.250000                 2.000000        2.000000     1.000000   \n",
       "50%       1026.500000                 3.000000        3.000000     2.000000   \n",
       "75%       1556.500000                 4.000000        3.000000     3.000000   \n",
       "max       2065.000000                 4.000000        4.000000     5.000000   \n",
       "\n",
       "       JobSatisfaction  MonthlyIncome  ...  RelationshipSatisfaction  \\\n",
       "count      1100.000000    1100.000000  ...               1100.000000   \n",
       "mean          2.732727    6483.620909  ...                  2.696364   \n",
       "std           1.109731    4715.293419  ...                  1.095356   \n",
       "min           1.000000    1009.000000  ...                  1.000000   \n",
       "25%           2.000000    2924.500000  ...                  2.000000   \n",
       "50%           3.000000    4857.000000  ...                  3.000000   \n",
       "75%           4.000000    8354.500000  ...                  4.000000   \n",
       "max           4.000000   19999.000000  ...                  4.000000   \n",
       "\n",
       "       StandardHours  StockOptionLevel  TotalWorkingYears  \\\n",
       "count         1100.0       1100.000000        1100.000000   \n",
       "mean            80.0          0.788182          11.221818   \n",
       "std              0.0          0.843347           7.825548   \n",
       "min             80.0          0.000000           0.000000   \n",
       "25%             80.0          0.000000           6.000000   \n",
       "50%             80.0          1.000000          10.000000   \n",
       "75%             80.0          1.000000          15.000000   \n",
       "max             80.0          3.000000          40.000000   \n",
       "\n",
       "       TrainingTimesLastYear  WorkLifeBalance  YearsAtCompany  \\\n",
       "count            1100.000000      1100.000000     1100.000000   \n",
       "mean                2.807273         2.746364        7.011818   \n",
       "std                 1.291514         0.701121        6.223093   \n",
       "min                 0.000000         1.000000        0.000000   \n",
       "25%                 2.000000         2.000000        3.000000   \n",
       "50%                 3.000000         3.000000        5.000000   \n",
       "75%                 3.000000         3.000000        9.000000   \n",
       "max                 6.000000         4.000000       37.000000   \n",
       "\n",
       "       YearsInCurrentRole  YearsSinceLastPromotion  YearsWithCurrManager  \n",
       "count         1100.000000              1100.000000           1100.000000  \n",
       "mean             4.207273                 2.226364              4.123636  \n",
       "std              3.618115                 3.313830              3.597996  \n",
       "min              0.000000                 0.000000              0.000000  \n",
       "25%              2.000000                 0.000000              2.000000  \n",
       "50%              3.000000                 1.000000              3.000000  \n",
       "75%              7.000000                 3.000000              7.000000  \n",
       "max             18.000000                15.000000             17.000000  \n",
       "\n",
       "[8 rows x 23 columns]"
      ],
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Attrition</th>\n",
       "      <th>Age</th>\n",
       "      <th>DistanceFromHome</th>\n",
       "      <th>Education</th>\n",
       "      <th>EmployeeNumber</th>\n",
       "      <th>EnvironmentSatisfaction</th>\n",
       "      <th>JobInvolvement</th>\n",
       "      <th>JobLevel</th>\n",
       "      <th>JobSatisfaction</th>\n",
       "      <th>MonthlyIncome</th>\n",
       "      <th>...</th>\n",
       "      <th>RelationshipSatisfaction</th>\n",
       "      <th>StandardHours</th>\n",
       "      <th>StockOptionLevel</th>\n",
       "      <th>TotalWorkingYears</th>\n",
       "      <th>TrainingTimesLastYear</th>\n",
       "      <th>WorkLifeBalance</th>\n",
       "      <th>YearsAtCompany</th>\n",
       "      <th>YearsInCurrentRole</th>\n",
       "      <th>YearsSinceLastPromotion</th>\n",
       "      <th>YearsWithCurrManager</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1100.0</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.161818</td>\n",
       "      <td>36.999091</td>\n",
       "      <td>9.427273</td>\n",
       "      <td>2.922727</td>\n",
       "      <td>1028.157273</td>\n",
       "      <td>2.725455</td>\n",
       "      <td>2.730909</td>\n",
       "      <td>2.054545</td>\n",
       "      <td>2.732727</td>\n",
       "      <td>6483.620909</td>\n",
       "      <td>...</td>\n",
       "      <td>2.696364</td>\n",
       "      <td>80.0</td>\n",
       "      <td>0.788182</td>\n",
       "      <td>11.221818</td>\n",
       "      <td>2.807273</td>\n",
       "      <td>2.746364</td>\n",
       "      <td>7.011818</td>\n",
       "      <td>4.207273</td>\n",
       "      <td>2.226364</td>\n",
       "      <td>4.123636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.368451</td>\n",
       "      <td>9.037230</td>\n",
       "      <td>8.196694</td>\n",
       "      <td>1.022242</td>\n",
       "      <td>598.915204</td>\n",
       "      <td>1.098053</td>\n",
       "      <td>0.706366</td>\n",
       "      <td>1.107805</td>\n",
       "      <td>1.109731</td>\n",
       "      <td>4715.293419</td>\n",
       "      <td>...</td>\n",
       "      <td>1.095356</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.843347</td>\n",
       "      <td>7.825548</td>\n",
       "      <td>1.291514</td>\n",
       "      <td>0.701121</td>\n",
       "      <td>6.223093</td>\n",
       "      <td>3.618115</td>\n",
       "      <td>3.313830</td>\n",
       "      <td>3.597996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1009.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>80.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>504.250000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2924.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>80.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>36.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1026.500000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>4857.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>80.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
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       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1556.500000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>8354.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>80.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>7.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>2065.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>19999.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>80.0</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>40.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>37.000000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>17.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 23 columns</p>\n",
       "</div>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 10
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-27T11:53:39.773473Z",
     "start_time": "2025-10-27T11:53:39.755832Z"
    }
   },
   "cell_type": "code",
   "source": [
    "df = data[['Age',\n",
    "                  'BusinessTravel',\n",
    "                  'DistanceFromHome',\n",
    "                  'EducationField',\n",
    "                  'EnvironmentSatisfaction',\n",
    "                  'Gender',\n",
    "                  'JobInvolvement',\n",
    "                  'JobLevel',\n",
    "                  'JobRole',\n",
    "                  'JobSatisfaction',\n",
    "                  'MaritalStatus',\n",
    "                  'MonthlyIncome',\n",
    "                  'NumCompaniesWorked',\n",
    "                  'OverTime',\n",
    "                  'RelationshipSatisfaction',\n",
    "                  'StockOptionLevel',\n",
    "                  'TotalWorkingYears',\n",
    "                  'TrainingTimesLastYear',\n",
    "                  'WorkLifeBalance',\n",
    "                  'YearsAtCompany',\n",
    "                  'YearsInCurrentRole',\n",
    "                  'YearsSinceLastPromotion']]\n",
    "df.describe()"
   ],
   "id": "437e8673eeebca2e",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "               Age  DistanceFromHome  EnvironmentSatisfaction  JobInvolvement  \\\n",
       "count  1100.000000       1100.000000              1100.000000     1100.000000   \n",
       "mean     36.999091          9.427273                 2.725455        2.730909   \n",
       "std       9.037230          8.196694                 1.098053        0.706366   \n",
       "min      18.000000          1.000000                 1.000000        1.000000   \n",
       "25%      30.000000          2.000000                 2.000000        2.000000   \n",
       "50%      36.000000          7.000000                 3.000000        3.000000   \n",
       "75%      43.000000         15.000000                 4.000000        3.000000   \n",
       "max      60.000000         29.000000                 4.000000        4.000000   \n",
       "\n",
       "          JobLevel  JobSatisfaction  MonthlyIncome  NumCompaniesWorked  \\\n",
       "count  1100.000000      1100.000000    1100.000000         1100.000000   \n",
       "mean      2.054545         2.732727    6483.620909            2.683636   \n",
       "std       1.107805         1.109731    4715.293419            2.510017   \n",
       "min       1.000000         1.000000    1009.000000            0.000000   \n",
       "25%       1.000000         2.000000    2924.500000            1.000000   \n",
       "50%       2.000000         3.000000    4857.000000            2.000000   \n",
       "75%       3.000000         4.000000    8354.500000            4.000000   \n",
       "max       5.000000         4.000000   19999.000000            9.000000   \n",
       "\n",
       "       RelationshipSatisfaction  StockOptionLevel  TotalWorkingYears  \\\n",
       "count               1100.000000       1100.000000        1100.000000   \n",
       "mean                   2.696364          0.788182          11.221818   \n",
       "std                    1.095356          0.843347           7.825548   \n",
       "min                    1.000000          0.000000           0.000000   \n",
       "25%                    2.000000          0.000000           6.000000   \n",
       "50%                    3.000000          1.000000          10.000000   \n",
       "75%                    4.000000          1.000000          15.000000   \n",
       "max                    4.000000          3.000000          40.000000   \n",
       "\n",
       "       TrainingTimesLastYear  WorkLifeBalance  YearsAtCompany  \\\n",
       "count            1100.000000      1100.000000     1100.000000   \n",
       "mean                2.807273         2.746364        7.011818   \n",
       "std                 1.291514         0.701121        6.223093   \n",
       "min                 0.000000         1.000000        0.000000   \n",
       "25%                 2.000000         2.000000        3.000000   \n",
       "50%                 3.000000         3.000000        5.000000   \n",
       "75%                 3.000000         3.000000        9.000000   \n",
       "max                 6.000000         4.000000       37.000000   \n",
       "\n",
       "       YearsInCurrentRole  YearsSinceLastPromotion  \n",
       "count         1100.000000              1100.000000  \n",
       "mean             4.207273                 2.226364  \n",
       "std              3.618115                 3.313830  \n",
       "min              0.000000                 0.000000  \n",
       "25%              2.000000                 0.000000  \n",
       "50%              3.000000                 1.000000  \n",
       "75%              7.000000                 3.000000  \n",
       "max             18.000000                15.000000  "
      ],
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Age</th>\n",
       "      <th>DistanceFromHome</th>\n",
       "      <th>EnvironmentSatisfaction</th>\n",
       "      <th>JobInvolvement</th>\n",
       "      <th>JobLevel</th>\n",
       "      <th>JobSatisfaction</th>\n",
       "      <th>MonthlyIncome</th>\n",
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       "      <th>YearsAtCompany</th>\n",
       "      <th>YearsInCurrentRole</th>\n",
       "      <th>YearsSinceLastPromotion</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>36.999091</td>\n",
       "      <td>9.427273</td>\n",
       "      <td>2.725455</td>\n",
       "      <td>2.730909</td>\n",
       "      <td>2.054545</td>\n",
       "      <td>2.732727</td>\n",
       "      <td>6483.620909</td>\n",
       "      <td>2.683636</td>\n",
       "      <td>2.696364</td>\n",
       "      <td>0.788182</td>\n",
       "      <td>11.221818</td>\n",
       "      <td>2.807273</td>\n",
       "      <td>2.746364</td>\n",
       "      <td>7.011818</td>\n",
       "      <td>4.207273</td>\n",
       "      <td>2.226364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>9.037230</td>\n",
       "      <td>8.196694</td>\n",
       "      <td>1.098053</td>\n",
       "      <td>0.706366</td>\n",
       "      <td>1.107805</td>\n",
       "      <td>1.109731</td>\n",
       "      <td>4715.293419</td>\n",
       "      <td>2.510017</td>\n",
       "      <td>1.095356</td>\n",
       "      <td>0.843347</td>\n",
       "      <td>7.825548</td>\n",
       "      <td>1.291514</td>\n",
       "      <td>0.701121</td>\n",
       "      <td>6.223093</td>\n",
       "      <td>3.618115</td>\n",
       "      <td>3.313830</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>18.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1009.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>30.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2924.500000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>36.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>4857.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>43.000000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>8354.500000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>60.000000</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>19999.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>40.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>37.000000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>15.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 13
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": "",
   "id": "e890cc9d26c82eef"
  }
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